PANCHANGE_data_preprocessing
Katie Thompson, Topher Huebel, Molly Davies, Kirstin Purves
Sys.Date()
This is the preprocessing script to prepare the data to run analyses for the project “Anxiety, depression and trauma symptom change during the COVID-19 pandemic: retrospective versus objective assessment” - Young et al (2020)
Script written by K Purves, K Thompson, C Huebel and M Davies. Email: kirstin.purves@kcl.ac.uk, katie.thompson@kcl.ac.uk, christopher.1.huebel@kcl.ac.uk, molly.davies@kcl.ac.uk
#Set up
Clear global environment
Retrieve the current date to use it for file endings to not overwrite files when one exports files
Specify cohort
#Packages Install packages (if they are not available in your version of R)
Load packages
Registered S3 method overwritten by 'pryr':
method from
print.bytes RcppFor best results, restart R session and update pander using devtools:: or remotes::install_github('rapporter/pander')Warning: package 'eeptools' was built under R version 4.0.3Loading required package: ggplot2
Attaching package: 'ggplot2'The following objects are masked from 'package:psych':
%+%, alpha-- Attaching packages ---------------------------------------------------------- tidyverse 1.3.0 --v tibble 3.0.1 v dplyr 1.0.0
v tidyr 1.1.0 v stringr 1.4.0
v readr 1.3.1 v forcats 0.5.0
v purrr 0.3.4 -- Conflicts ------------------------------------------------------------- tidyverse_conflicts() --
x ggplot2::%+%() masks psych::%+%()
x ggplot2::alpha() masks psych::alpha()
x dplyr::filter() masks stats::filter()
x dplyr::lag() masks stats::lag()
x tibble::view() masks summarytools::view()Colour palettes
Define colours for plotting this are the standard coping colours
Choose in this chunk which palette to use 04.07.2020 - Default to 2 colour COPING palette
#Add_numeric function Function used to convert character variables into numeric variables.
Data import and merging
Note: GLAD only receives current measures and RAMP questionnaire Note: All COPING surveys are separate surveys
Source data file paths
Demographics
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "demographics.how_old_are_you_now.txt"
[5] "demographics.what_is_your_current_height"
[6] "demographics.what_is_your_current_height.1"
[7] "demographics.what_is_your_current_height.2"
[8] "demographics.pregnant_current_weight_provide"
[9] "demographics.pregnant_current_weight_provide.1"
[10] "demographics.pregnant_current_weight_provide.2"
[11] "demographics.pregnant_provide_weighed_weight"
[12] "demographics.pregnant_provide_weighed_weight.1"
[13] "demographics.pregnant_provide_weighed_weight.2"
[14] "demographics.highest_weight_bmi.txt"
[15] "demographics.period.txt"
[16] "demographics.adult_height_reaching_weighed"
[17] "demographics.adult_height_reaching_weighed.1"
[18] "demographics.adult_height_reaching_weighed.2"
[19] "demographics.adult_height_lowest_weight.txt"
[20] "demographics.cigarettes_smoke_day.txt"
[21] "demographics.affects_concerned_work_live"
[22] "demographics.memory_problem_worse_year"
[23] "demographics.cups_day.txt"
[24] "demographics.university_education_attend_school.txt"
[25] "demographics.smoke_years.txt"
[26] "demographics.what_is_your_ethnic_origin"
[27] "demographics.what_is_your_ethnic_origin.txt"
[28] "demographics.i_smoke_now"
[29] "demographics.i_used_to_smoke"
[30] "demographics.i_vape_now"
[31] "demographics.i_used_to_vape"
[32] "demographics.i_have_never_smokedvaped"
[33] "demographics.have_you_ever_been_pregnant"
[34] "demographics.how_would_you_describe_your_hearing"
[35] "demographics.which_hand_do_you_usually_write_with"
[36] "demographics.what_is_your_current_employment_status"
[37] "demographics.what_is_your_current_employment_status.txt"
[38] "demographics.what_is_your_current_maritalrelationship_status"
[39] "demographics.what_is_your_current_maritalrelationship_status.txt"
[40] "demographics.british_scottish_english_or_welsh"
[41] "demographics.irish"
[42] "demographics.roma_or_irish_traveler"
[43] "demographics.spanish"
[44] "demographics.polish"
[45] "demographics.german"
[46] "demographics.french"
[47] "demographics.italian"
[48] "demographics.other_european"
[49] "demographics.australian"
[50] "demographics.american"
[51] "demographics.other"
[52] "demographics.other_text.txt"
[53] "demographics.prefer_not_to_answer"
[54] "demographics.white"
[55] "demographics.south_asian"
[56] "demographics.east_asian"
[57] "demographics.black_african"
[58] "demographics.black_caribbean"
[59] "demographics.south_african"
[60] "demographics.arab"
[61] "demographics.any_other_mixed_background"
[62] "demographics.any_other_mixed_background_text.txt"
[63] "demographics.prefer_not_to_answer.1"
[64] "demographics.caribbean"
[65] "demographics.south_african.1"
[66] "demographics.kenyan"
[67] "demographics.nigerian"
[68] "demographics.ghanaian"
[69] "demographics.ugandan"
[70] "demographics.any_other_black_background"
[71] "demographics.any_other_black_background_text.txt"
[72] "demographics.prefer_not_to_answer.2"
[73] "demographics.what_is_your_first_language"
[74] "demographics.please_select_your_preferred_units_of_measurement"
[75] "demographics.pregnant_provide_bmi_weight"
[76] "demographics.pregnant_provide_weight_highest"
[77] "demographics.adult_height_lowest_bmi"
[78] "demographics.do_you_consider_yourself_to_be_transgender"
[79] "demographics.what_is_your_sexual_orientation"
[80] "demographics.what_is_your_sexual_orientation.txt"
[81] "demographics.how_would_you_describe_your_vision"
[82] "demographics.disability"
[83] "demographics.please_tell_us_more_about_your_disability_.txt"
[84] "demographics.college_or_university_degree"
[85] "demographics.a_levelsas_levels_or_equivalent"
[86] "demographics.o_levelsgcses_or_equivalent"
[87] "demographics.cses_or_equivalent"
[88] "demographics.nvq_or_hnd_or_hnc_or_equivalent"
[89] "demographics.other_professional_qualifications_e.g._nursing_teaching"
[90] "demographics.other_professional_qualifications_e.g._nursing_teaching_text.txt"
[91] "demographics.none_of_the_above"
[92] "demographics.have_you_had_your_first_period"
[93] "demographics.overweight_told_doctor"
[94] "demographics.young_child_10_years_or_less"
[95] "demographics.teenager_11_to_19_years"
[96] "demographics.young_adult_20_to_30_years"
[97] "demographics.adult_31_to_40_years"
[98] "demographics.adult_41_to_50_years"
[99] "demographics.older_adult_51_to_60_years"
[100] "demographics.older_adult_61_to_70_years"
[101] "demographics.older_adult_71_years"
[102] "demographics.do_you_have_a_specific_diet"
[103] "demographics.do_you_have_a_specific_diet.txt"
[104] "demographics.depression"
[105] "demographics.pregnancy_depression"
[106] "demographics.premenstrual_dysphoric_disorder_pmdd"
[107] "demographics.mania_hypomania_bipolar_or_manicdepression"
[108] "demographics.anxiety_nerves_or_generalised_anxiety_disorder"
[109] "demographics.social_anxiety_or_social_phobia"
[110] "demographics.specific_phobia_e.g._fear_of_flying"
[111] "demographics.agoraphobia"
[112] "demographics.panic_attacks"
[113] "demographics.panic_disorder"
[114] "demographics.posttraumatic_stress_disorder_ptsd"
[115] "demographics.obsessivecompulsive_disorder_ocd"
[116] "demographics.body_dysmorphic_disorder_bdd"
[117] "demographics.obsessive_compulsive_related_disorders"
[118] "demographics.none_of_the_above.1"
[119] "demographics.dont_know"
[120] "demographics.prefer_not_to_answer.3"
[121] "demographics.epilepsy_or_convulsions"
[122] "demographics.migraines"
[123] "demographics.multiple_sclerosis"
[124] "demographics.parkinsons_disease"
[125] "demographics.brain_tumour"
[126] "demographics.severe_memory_loss_like_alzheimers"
[127] "demographics.none_of_the_above.2"
[128] "demographics.dont_know.1"
[129] "demographics.prefer_not_to_answer.4"
[130] "demographics.hay_fever"
[131] "demographics.drug_allergy_if_yes_which_drug"
[132] "demographics.drug_allergy_if_yes_which_drug_text.txt"
[133] "demographics.food_allergy_if_yes_which_food"
[134] "demographics.food_allergy_if_yes_which_food_text.txt"
[135] "demographics.any_other_allergy_if_yes_which_allergy"
[136] "demographics.allergy__text.txt"
[137] "demographics.ankylosing_spondylitis"
[138] "demographics.osteoporosis_or_thin_bones"
[139] "demographics.hypermobility_ehlersdanlos_syndrome"
[140] "demographics.osteoarthritis"
[141] "demographics.rheumatoid_arthritis"
[142] "demographics.other_arthritis"
[143] "demographics.other_arthritis_text.txt"
[144] "demographics.none_of_the_above.3"
[145] "demographics.prefer_not_to_answer.5"
[146] "demographics.dont_know.2"
[147] "demographics.asthma"
[148] "demographics.emphysema_or_chronic_bronchitis"
[149] "demographics.heart_attack_or_angina"
[150] "demographics.high_blood_cholesterol"
[151] "demographics.high_blood_pressure"
[152] "demographics.atrial_fibrillation"
[153] "demographics.stroke"
[154] "demographics.paroxysmal_tachycardia_sydrome_pots"
[155] "demographics.none_of_the_above.4"
[156] "demographics.dont_know.3"
[157] "demographics.prefer_not_to_answer.6"
[158] "demographics.crohns_disease"
[159] "demographics.ulcerative_colitis"
[160] "demographics.coeliac_disease"
[161] "demographics.diabetes_type_1_early_onset"
[162] "demographics.diabetes_type_1_late_onset"
[163] "demographics.diabetes_type_2_late_onset"
[164] "demographics.pain_due_to_diabetes_diabetic_neuropathy"
[165] "demographics.polycystic_ovary_syndrome_pcos"
[166] "demographics.none_of_the_above.5"
[167] "demographics.dont_know.4"
[168] "demographics.prefer_not_to_answer.7"
[169] "demographics.breast_cancer"
[170] "demographics.lung_cancer"
[171] "demographics.stomach_cancer"
[172] "demographics.colon_cancer"
[173] "demographics.uterus_cancer"
[174] "demographics.prostate_cancer"
[175] "demographics.none_of_the_above.6"
[176] "demographics.dont_know.5"
[177] "demographics.prefer_not_to_answer.8"
[178] "demographics.listed_previously_told_doctor"
[179] "demographics.listed_previously_told_doctor.txt"
[180] "demographics.psoriasis"
[181] "demographics.vitiligo"
[182] "demographics.eczema"
[183] "demographics.thyroid_disease_if_yes_please_specify"
[184] "demographics.thyroid_disease_if_yes_please_specify_text.txt"
[185] "demographics.none_of_the_above.7"
[186] "demographics.dont_know.6"
[187] "demographics.prefer_not_to_answer.9"
[188] "demographics.pain_due_to_virus_post_herpetic_neuralgia"
[189] "demographics.aneurysm_clips_pacemakers_suffered"
[190] "demographics.stopped_smoking_years.txt"
[191] "demographics.tobacco_smoke_hours_exposed.txt"
[192] "demographics.middle_wake_night_trouble"
[193] "demographics.diagnosed_personality_disorder"
[194] "demographics.what_is_your_first_language.txt"
[195] "demographics.month"
[196] "demographics.day"
[197] "demographics.year"
[198] "demographics.indian"
[199] "demographics.pakistani"
[200] "demographics.chinese"
[201] "demographics.bangladeshi"
[202] "demographics.sri_lanka"
[203] "demographics.iranian"
[204] "demographics.other_asian_background"
[205] "demographics.other_asian_background_text.txt"
[206] "demographics.prefer_not_to_answer.10"
[207] "demographics.schizophrenia"
[208] "demographics.psychosis_type_psychotic_illness"
[209] "demographics.personality_disorder"
[210] "demographics.autism_spectrum_disorder_asd"
[211] "demographics.attention_deficit_hyperactivity_disorder"
[212] "demographics.other.1"
[213] "demographics.other_text.txt.1"
[214] "demographics.none_of_the_above.8"
[215] "demographics.dont_know.7"
[216] "demographics.prefer_not_to_answer.11"
[217] "demographics.based_confirm_living_permanent"
[218] "demographics.what_year_did_you_give_up_smoking.txt"
[219] "demographics.vaping_sessions_session_minutes"
[220] "demographics.exact_time_stopped_vaping.txt"
[221] "demographics.what_year_did_you_give_up_vaping.txt"
[222] "demographics.drink_alcohol_alcohol_consume.txt"
[223] "demographics.adopted_step_children_includes"
[224] "demographics.how_many_children_have_you_had"
[225] "demographics.child_1"
[226] "demographics.child_2"
[227] "demographics.child_3"
[228] "demographics.child_4"
[229] "demographics.child_5"
[230] "demographics.child_6"
[231] "demographics.child_7"
[232] "demographics.child_8"
[233] "demographics.child_1.1"
[234] "demographics.child_2.1"
[235] "demographics.child_3.1"
[236] "demographics.child_4.1"
[237] "demographics.child_5.1"
[238] "demographics.child_6.1"
[239] "demographics.child_7.1"
[240] "demographics.child_8.1"
[241] "demographics.child_1.2"
[242] "demographics.child_2.2"
[243] "demographics.child_3.2"
[244] "demographics.child_4.2"
[245] "demographics.child_5.2"
[246] "demographics.child_6.2"
[247] "demographics.child_7.2"
[248] "demographics.child_8.2"
[249] "demographics.text_box_relationship_children.txt"
[250] "demographics.child_1.3"
[251] "demographics.child_2.3"
[252] "demographics.child_3.3"
[253] "demographics.child_4.3"
[254] "demographics.child_5.3"
[255] "demographics.child_6.3"
[256] "demographics.child_7.3"
[257] "demographics.child_8.3"
[258] "demographics.taking_reason_type_list.txt"
[259] "demographics.nbsp"
[260] "demographics.nbsp.1"
[261] "demographics."
[262] "demographics..1"
[263] "demographics..2"
[264] "demographics..3"
[265] "demographics.nbsp.2"
[266] "demographics.nbsp.3"
[267] "demographics..4"
[268] "demographics..5"
[269] "demographics..6"
[270] "demographics..7"
[271] "demographics.nbsp.4"
[272] "demographics.nbsp.5"
[273] "demographics..8"
[274] "demographics..9"
[275] "demographics..10"
[276] "demographics..11"
[277] "demographics.is_english_your_first_language"
[278] "demographics.text_box_live_children.txt"
[279] "demographics.text_box_ages_sex.txt"
[280] "demographics.select_questionnaire_items_birth"
[281] "demographics.depression.1"
[282] "demographics.depression_during_or_after_pregnancy"
[283] "demographics.premenstrual_dysphoric_disorder"
[284] "demographics.mania_hypomania_bipolar_or_manicdepression.1"
[285] "demographics.social_anxiety_or_social_phobia.1"
[286] "demographics.specific_phobia"
[287] "demographics.agoraphobia.1"
[288] "demographics.panic_attacks.1"
[289] "demographics.panic_disorder.1"
[290] "demographics.posttraumatic_stress_disorder"
[291] "demographics.obsessivecompulsive_disorder"
[292] "demographics.body_dysmorphic_disorder"
[293] "demographics.other_obsessivecompulsive_related_disorders"
[294] "demographics.anxiety_nerves_or_generalised_anxiety_disorder.1"
[295] "demographics.schizophrenia.1"
[296] "demographics.psychosis_type_psychotic_illness.1"
[297] "demographics.autism_spectrum_disorder"
[298] "demographics.attention_deficit_hyperactivity_disorder.1"
[299] "demographics.other_qqid401choicetextentryvalue21"
[300] "demographics.paranoid_personality_disorder"
[301] "demographics.schizotypal_personality_disorder"
[302] "demographics.antisocial_personality_disorder"
[303] "demographics.borderlineemotionally_unstable_personality_disorder"
[304] "demographics.histrionic_personality_disorder"
[305] "demographics.narcissistic_personality_disorder"
[306] "demographics.avoidantanxious_personality_disorder"
[307] "demographics.dependent_personality_disorder"
[308] "demographics.obsessivecompulsive_personality_disorder"
[309] "demographics.schizoid_personality_disorder"
[310] "demographics.what_gender_do_you_identify_with"
[311] "demographics.what_gender_do_you_identify_with.txt" Select variables
[1] 7GLAD and EDGI
Create data frame
Get summary of combined GLAD and EDI
NBR
Read in data
Select variables
Cohort information
Information on INTERVAL, COMPARE, and STRIDES http://www.donorhealth-btru.nihr.ac.uk/studies/
RAMP
Read in data
Select variables
Demographics variable creation
Gender categories synchronised
RAMP has the correct Gender categories so does not need editing.
Ethnicity recoding
Clean Age variable
Age outlier
Warning: `funs()` is deprecated as of dplyr 0.8.0.
Please use a list of either functions or lambdas:
# Simple named list:
list(mean = mean, median = median)
# Auto named with `tibble::lst()`:
tibble::lst(mean, median)
# Using lambdas
list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
This warning is displayed once every 8 hours.
Call `lifecycle::last_warnings()` to see where this warning was generated.Descriptive Statistics
dem.raw.id$Age
N: 2304
Age
----------------- ---------
Mean 27.13
Std.Dev 10.77
Min 16.00
Q1 20.00
Median 24.00
Q3 31.00
Max 73.00
MAD 7.41
IQR 11.00
CV 0.40
Skewness 1.67
SE.Skewness 0.05
Kurtosis 2.68
N.Valid 2266.00
Pct.Valid 98.35Categorise age into groups
In RAMP, age is indicated categorically: 16-18, 19-25, 26-35, 36-45, 46-55, 56-65, 66-70, 71-75, 76-80, 81-85, 86-90, 91-100, 100+ Age categories in GLAD, EDGI and NBR have been created to reflect this
Frequencies
dem.raw.id$age_category
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
16-18 371 16.37 16.37 16.10 16.10
19-25 955 42.14 58.52 41.45 57.55
26-35 555 24.49 83.01 24.09 81.64
36-45 204 9.00 92.01 8.85 90.49
46-55 111 4.90 96.91 4.82 95.31
56-65 46 2.03 98.94 2.00 97.31
66-70 16 0.71 99.65 0.69 98.00
71-75 8 0.35 100.00 0.35 98.35
<NA> 38 1.65 100.00
Total 2304 100.00 100.00 100.00 100.00Highest education (prepandemic, GLAD & EDGI)
Proceed along qualifications fields. If field is not blank, take that as highest qual. If field is blank, check next field. If all fields are blank, NA Assumes University degree > A level > NVQ > GCSE/O Level/CSE
Frequencies
dem.raw.id$highest_education_prepan
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
---------------- ------ --------- -------------- --------- --------------
GCSE/CSE 292 13.66 13.66 12.67 12.67
NVQ 67 3.14 16.80 2.91 15.58
A-levels 722 33.79 50.58 31.34 46.92
University 1056 49.42 100.00 45.83 92.75
<NA> 167 7.25 100.00
Total 2304 100.00 100.00 100.00 100.00Employment
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "Login ID"
[5] "employment.phd"
[6] "employment.masters_degree_or_equivalent"
[7] "employment.postgraduate_degree_or_equivalent"
[8] "employment.bachelors_degree_or_equivalent"
[9] "employment.a_levelsas_levels_or_equivalent"
[10] "employment.o_levelsgcses_or_equivalent"
[11] "employment.cses_or_equivalent"
[12] "employment.nvq_or_hnd_or_hnc_or_equivalent"
[13] "employment.other_professional_qualifications_e.g._nursing_teaching"
[14] "employment.other_professional_qualifications_e.g._nursing_teaching_text.txt"
[15] "employment.none_of_the_above"
[16] "employment.fulltime_employed"
[17] "employment.parttime_employed"
[18] "employment.unemployed"
[19] "employment.zerohours_contract"
[20] "employment.stayathome_parent_or_carer"
[21] "employment.selfemployed"
[22] "employment.contract_or_freelance_work"
[23] "employment.small_business_owner"
[24] "employment.receiving_state_income"
[25] "employment.retired"
[26] "employment.student_gcse_or_a_level"
[27] "employment.student_university"
[28] "employment.my_employment_status_has_not_changed"
[29] "employment.became_unemployed"
[30] "employment.reduction_in_hours"
[31] "employment.reduction_in_salary"
[32] "employment.benefits_increased"
[33] "employment.benefits_decreased"
[34] "employment.change_in_duties_or_responsibilities"
[35] "employment.became_employed"
[36] "employment.increased_hours"
[37] "employment.increased_salary"
[38] "employment.furloughed_or_paid_leave_government_funded"
[39] "employment.furloughed_or_paid_leave_company_funded"
[40] "employment.paid_leave_furloughed"
[41] "employment.taking_unpaid_leave"
[42] "employment.other"
[43] "employment.other_text.txt"
[44] "employment.no_impact"
[45] "employment.cancelled_exams"
[46] "employment.change_in_format_of_exams"
[47] "employment.automatic_pass"
[48] "employment.change_in_deadlines"
[49] "employment.change_in_lesson_delivery"
[50] "employment.past_performance_grade_decided"
[51] "employment.cancelled_classes"
[52] "employment.cannot_complete_degree"
[53] "employment.impact_on_studies_still_unknown"
[54] "employment.other.1"
[55] "employment.other_text.txt.1"
[56] "employment.complete_home_work"
[57] "employment.are_you_currently_working_from_home"
[58] "employment.attend_work_encouraged_work"
[59] "employment.government_work_key_workers"
[60] "employment.government_work_key_workers.txt"
[61] "employment.type_role"
[62] "employment.type_role.1"
[63] "employment.type_role.txt"
[64] "employment.does_your_job_include_caring_for_others"
[65] "employment.is_your_job_public_facing_"
[66] "employment.losing_job_due_risk"
[67] "employment.increased_due_job_pandemic" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Highest education (baseline, GLAD, EDGI, NBR)
Proceed along qualifications fields. If field is not blank, take that as highest qual. If field is blank, check next field. If all fields are blank, NA Assumes University degree > A level > NVQ > GCSE/O Level/CSE
Frequencies
employment.raw.id$highest_education
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
---------------- ------ --------- -------------- --------- --------------
GCSE/CSE 73 13.98 13.98 13.70 13.70
NVQ 18 3.45 17.43 3.38 17.07
A-levels 166 31.80 49.23 31.14 48.22
University 265 50.77 100.00 49.72 97.94
<NA> 11 2.06 100.00
Total 533 100.00 100.00 100.00 100.00Highest education (baseline, RAMP)
Check highest education coding for RAMP
Key worker status
Frequencies
employment.raw.id$key_worker
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------------- ------ --------- -------------- --------- --------------
No key worker 348 65.29 65.29 65.29 65.29
Key worker 185 34.71 100.00 34.71 100.00
<NA> 0 0.00 100.00
Total 533 100.00 100.00 100.00 100.00Columns to exclude from add_numeric
mhd
GLAD
EDGI
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "mhd.suspected_eating_disorder_diagnosed"
[5] "mhd.eating_disorder_received_treatment"
[6] "mhd.anorexia_nervosa"
[7] "mhd.atypical_anorexia_nervosa"
[8] "mhd.bulimia_nervosa"
[9] "mhd.atypical_bulimia_nervosa"
[10] "mhd.bingeeating_disorder"
[11] "mhd.atypical_bingeeating_disorder"
[12] "mhd.purging_disorder"
[13] "mhd.nighteating_syndrome"
[14] "mhd.pica"
[15] "mhd.avoidantrestrictive_food_intake_disorder_arfid"
[16] "mhd.rumination_eating_disorder"
[17] "mhd.feeding_eating_disorder"
[18] "mhd.other_eating_disorder"
[19] "mhd.other_eating_disorder_text.txt"
[20] "mhd.none_of_the_above"
[21] "mhd.dont_know"
[22] "mhd.prefer_not_to_answer"
[23] "mhd.people_thought_weigh_weighed"
[24] "mhd.anorexia_nervosa.1"
[25] "mhd.atypical_anorexia_nervosa.1"
[26] "mhd.bulimia_nervosa.1"
[27] "mhd.atypical_bulimia_nervosa.1"
[28] "mhd.bingeeating_disorder.1"
[29] "mhd.atypical_bingeeating_disorder.1"
[30] "mhd.purging_disorder.1"
[31] "mhd.nighteating_syndrome.1"
[32] "mhd.pica.1"
[33] "mhd.avoidantrestrictive_food_intake_disorder"
[34] "mhd.rumination_eating_disorder.1"
[35] "mhd.other_eating_disorder.1"
[36] "mhd.other_specified_feeding_or_eating_disorder"
[37] "mhd.anorexia_nervosa.2"
[38] "mhd.atypical_anorexia_nervosa.2"
[39] "mhd.bulimia_nervosa.2"
[40] "mhd.atypical_bulimia_nervosa.2"
[41] "mhd.bingeeating_disorder.2"
[42] "mhd.atypical_bingeeating_disorder.2"
[43] "mhd.purging_disorder.2"
[44] "mhd.nighteating_syndrome.2"
[45] "mhd.pica.2"
[46] "mhd.avoidantrestrictive_food_intake_disorder.1"
[47] "mhd.rumination_eating_disorder.2"
[48] "mhd.other_eating_disorder.2"
[49] "mhd.other_specified_feeding_or_eating_disorder.1" [1] 7 [1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "demographics.how_old_are_you_now.txt"
[5] "demographics.what_is_your_current_height"
[6] "demographics.what_is_your_current_height.1"
[7] "demographics.what_is_your_current_height.2"
[8] "demographics.pregnant_current_weight_provide"
[9] "demographics.pregnant_current_weight_provide.1"
[10] "demographics.pregnant_current_weight_provide.2"
[11] "demographics.pregnant_provide_weighed_weight"
[12] "demographics.pregnant_provide_weighed_weight.1"
[13] "demographics.pregnant_provide_weighed_weight.2"
[14] "demographics.highest_weight_bmi.txt"
[15] "demographics.period.txt"
[16] "demographics.adult_height_reaching_weighed"
[17] "demographics.adult_height_reaching_weighed.1"
[18] "demographics.adult_height_reaching_weighed.2"
[19] "demographics.adult_height_lowest_weight.txt"
[20] "demographics.cigarettes_smoke_day.txt"
[21] "demographics.affects_concerned_work_live"
[22] "demographics.memory_problem_worse_year"
[23] "demographics.cups_day.txt"
[24] "demographics.university_education_attend_school.txt"
[25] "demographics.smoke_years.txt"
[26] "demographics.what_is_your_ethnic_origin"
[27] "demographics.what_is_your_ethnic_origin.txt"
[28] "demographics.i_smoke_now"
[29] "demographics.i_used_to_smoke"
[30] "demographics.i_vape_now"
[31] "demographics.i_used_to_vape"
[32] "demographics.i_have_never_smokedvaped"
[33] "demographics.have_you_ever_been_pregnant"
[34] "demographics.how_would_you_describe_your_hearing"
[35] "demographics.which_hand_do_you_usually_write_with"
[36] "demographics.what_is_your_current_employment_status"
[37] "demographics.what_is_your_current_employment_status.txt"
[38] "demographics.what_is_your_current_maritalrelationship_status"
[39] "demographics.what_is_your_current_maritalrelationship_status.txt"
[40] "demographics.british_scottish_english_or_welsh"
[41] "demographics.irish"
[42] "demographics.roma_or_irish_traveler"
[43] "demographics.spanish"
[44] "demographics.polish"
[45] "demographics.german"
[46] "demographics.french"
[47] "demographics.italian"
[48] "demographics.other_european"
[49] "demographics.australian"
[50] "demographics.american"
[51] "demographics.other"
[52] "demographics.other_text.txt"
[53] "demographics.prefer_not_to_answer"
[54] "demographics.white"
[55] "demographics.south_asian"
[56] "demographics.east_asian"
[57] "demographics.black_african"
[58] "demographics.black_caribbean"
[59] "demographics.south_african"
[60] "demographics.arab"
[61] "demographics.any_other_mixed_background"
[62] "demographics.any_other_mixed_background_text.txt"
[63] "demographics.prefer_not_to_answer.1"
[64] "demographics.caribbean"
[65] "demographics.south_african.1"
[66] "demographics.kenyan"
[67] "demographics.nigerian"
[68] "demographics.ghanaian"
[69] "demographics.ugandan"
[70] "demographics.any_other_black_background"
[71] "demographics.any_other_black_background_text.txt"
[72] "demographics.prefer_not_to_answer.2"
[73] "demographics.what_is_your_first_language"
[74] "demographics.please_select_your_preferred_units_of_measurement"
[75] "demographics.pregnant_provide_bmi_weight"
[76] "demographics.pregnant_provide_weight_highest"
[77] "demographics.adult_height_lowest_bmi"
[78] "demographics.do_you_consider_yourself_to_be_transgender"
[79] "demographics.what_is_your_sexual_orientation"
[80] "demographics.what_is_your_sexual_orientation.txt"
[81] "demographics.how_would_you_describe_your_vision"
[82] "demographics.disability"
[83] "demographics.please_tell_us_more_about_your_disability_.txt"
[84] "demographics.college_or_university_degree"
[85] "demographics.a_levelsas_levels_or_equivalent"
[86] "demographics.o_levelsgcses_or_equivalent"
[87] "demographics.cses_or_equivalent"
[88] "demographics.nvq_or_hnd_or_hnc_or_equivalent"
[89] "demographics.other_professional_qualifications_e.g._nursing_teaching"
[90] "demographics.other_professional_qualifications_e.g._nursing_teaching_text.txt"
[91] "demographics.none_of_the_above"
[92] "demographics.have_you_had_your_first_period"
[93] "demographics.overweight_told_doctor"
[94] "demographics.young_child_10_years_or_less"
[95] "demographics.teenager_11_to_19_years"
[96] "demographics.young_adult_20_to_30_years"
[97] "demographics.adult_31_to_40_years"
[98] "demographics.adult_41_to_50_years"
[99] "demographics.older_adult_51_to_60_years"
[100] "demographics.older_adult_61_to_70_years"
[101] "demographics.older_adult_71_years"
[102] "demographics.do_you_have_a_specific_diet"
[103] "demographics.do_you_have_a_specific_diet.txt"
[104] "demographics.depression"
[105] "demographics.pregnancy_depression"
[106] "demographics.premenstrual_dysphoric_disorder_pmdd"
[107] "demographics.mania_hypomania_bipolar_or_manicdepression"
[108] "demographics.anxiety_nerves_or_generalised_anxiety_disorder"
[109] "demographics.social_anxiety_or_social_phobia"
[110] "demographics.specific_phobia_e.g._fear_of_flying"
[111] "demographics.agoraphobia"
[112] "demographics.panic_attacks"
[113] "demographics.panic_disorder"
[114] "demographics.posttraumatic_stress_disorder_ptsd"
[115] "demographics.obsessivecompulsive_disorder_ocd"
[116] "demographics.body_dysmorphic_disorder_bdd"
[117] "demographics.obsessive_compulsive_related_disorders"
[118] "demographics.none_of_the_above.1"
[119] "demographics.dont_know"
[120] "demographics.prefer_not_to_answer.3"
[121] "demographics.epilepsy_or_convulsions"
[122] "demographics.migraines"
[123] "demographics.multiple_sclerosis"
[124] "demographics.parkinsons_disease"
[125] "demographics.brain_tumour"
[126] "demographics.severe_memory_loss_like_alzheimers"
[127] "demographics.none_of_the_above.2"
[128] "demographics.dont_know.1"
[129] "demographics.prefer_not_to_answer.4"
[130] "demographics.hay_fever"
[131] "demographics.drug_allergy_if_yes_which_drug"
[132] "demographics.drug_allergy_if_yes_which_drug_text.txt"
[133] "demographics.food_allergy_if_yes_which_food"
[134] "demographics.food_allergy_if_yes_which_food_text.txt"
[135] "demographics.any_other_allergy_if_yes_which_allergy"
[136] "demographics.allergy__text.txt"
[137] "demographics.ankylosing_spondylitis"
[138] "demographics.osteoporosis_or_thin_bones"
[139] "demographics.hypermobility_ehlersdanlos_syndrome"
[140] "demographics.osteoarthritis"
[141] "demographics.rheumatoid_arthritis"
[142] "demographics.other_arthritis"
[143] "demographics.other_arthritis_text.txt"
[144] "demographics.none_of_the_above.3"
[145] "demographics.prefer_not_to_answer.5"
[146] "demographics.dont_know.2"
[147] "demographics.asthma"
[148] "demographics.emphysema_or_chronic_bronchitis"
[149] "demographics.heart_attack_or_angina"
[150] "demographics.high_blood_cholesterol"
[151] "demographics.high_blood_pressure"
[152] "demographics.atrial_fibrillation"
[153] "demographics.stroke"
[154] "demographics.paroxysmal_tachycardia_sydrome_pots"
[155] "demographics.none_of_the_above.4"
[156] "demographics.dont_know.3"
[157] "demographics.prefer_not_to_answer.6"
[158] "demographics.crohns_disease"
[159] "demographics.ulcerative_colitis"
[160] "demographics.coeliac_disease"
[161] "demographics.diabetes_type_1_early_onset"
[162] "demographics.diabetes_type_1_late_onset"
[163] "demographics.diabetes_type_2_late_onset"
[164] "demographics.pain_due_to_diabetes_diabetic_neuropathy"
[165] "demographics.polycystic_ovary_syndrome_pcos"
[166] "demographics.none_of_the_above.5"
[167] "demographics.dont_know.4"
[168] "demographics.prefer_not_to_answer.7"
[169] "demographics.breast_cancer"
[170] "demographics.lung_cancer"
[171] "demographics.stomach_cancer"
[172] "demographics.colon_cancer"
[173] "demographics.uterus_cancer"
[174] "demographics.prostate_cancer"
[175] "demographics.none_of_the_above.6"
[176] "demographics.dont_know.5"
[177] "demographics.prefer_not_to_answer.8"
[178] "demographics.listed_previously_told_doctor"
[179] "demographics.listed_previously_told_doctor.txt"
[180] "demographics.psoriasis"
[181] "demographics.vitiligo"
[182] "demographics.eczema"
[183] "demographics.thyroid_disease_if_yes_please_specify"
[184] "demographics.thyroid_disease_if_yes_please_specify_text.txt"
[185] "demographics.none_of_the_above.7"
[186] "demographics.dont_know.6"
[187] "demographics.prefer_not_to_answer.9"
[188] "demographics.pain_due_to_virus_post_herpetic_neuralgia"
[189] "demographics.aneurysm_clips_pacemakers_suffered"
[190] "demographics.stopped_smoking_years.txt"
[191] "demographics.tobacco_smoke_hours_exposed.txt"
[192] "demographics.middle_wake_night_trouble"
[193] "demographics.diagnosed_personality_disorder"
[194] "demographics.what_is_your_first_language.txt"
[195] "demographics.month"
[196] "demographics.day"
[197] "demographics.year"
[198] "demographics.indian"
[199] "demographics.pakistani"
[200] "demographics.chinese"
[201] "demographics.bangladeshi"
[202] "demographics.sri_lanka"
[203] "demographics.iranian"
[204] "demographics.other_asian_background"
[205] "demographics.other_asian_background_text.txt"
[206] "demographics.prefer_not_to_answer.10"
[207] "demographics.schizophrenia"
[208] "demographics.psychosis_type_psychotic_illness"
[209] "demographics.personality_disorder"
[210] "demographics.autism_spectrum_disorder_asd"
[211] "demographics.attention_deficit_hyperactivity_disorder"
[212] "demographics.other.1"
[213] "demographics.other_text.txt.1"
[214] "demographics.none_of_the_above.8"
[215] "demographics.dont_know.7"
[216] "demographics.prefer_not_to_answer.11"
[217] "demographics.based_confirm_living_permanent"
[218] "demographics.what_year_did_you_give_up_smoking.txt"
[219] "demographics.vaping_sessions_session_minutes"
[220] "demographics.exact_time_stopped_vaping.txt"
[221] "demographics.what_year_did_you_give_up_vaping.txt"
[222] "demographics.drink_alcohol_alcohol_consume.txt"
[223] "demographics.adopted_step_children_includes"
[224] "demographics.how_many_children_have_you_had"
[225] "demographics.child_1"
[226] "demographics.child_2"
[227] "demographics.child_3"
[228] "demographics.child_4"
[229] "demographics.child_5"
[230] "demographics.child_6"
[231] "demographics.child_7"
[232] "demographics.child_8"
[233] "demographics.child_1.1"
[234] "demographics.child_2.1"
[235] "demographics.child_3.1"
[236] "demographics.child_4.1"
[237] "demographics.child_5.1"
[238] "demographics.child_6.1"
[239] "demographics.child_7.1"
[240] "demographics.child_8.1"
[241] "demographics.child_1.2"
[242] "demographics.child_2.2"
[243] "demographics.child_3.2"
[244] "demographics.child_4.2"
[245] "demographics.child_5.2"
[246] "demographics.child_6.2"
[247] "demographics.child_7.2"
[248] "demographics.child_8.2"
[249] "demographics.text_box_relationship_children.txt"
[250] "demographics.child_1.3"
[251] "demographics.child_2.3"
[252] "demographics.child_3.3"
[253] "demographics.child_4.3"
[254] "demographics.child_5.3"
[255] "demographics.child_6.3"
[256] "demographics.child_7.3"
[257] "demographics.child_8.3"
[258] "demographics.taking_reason_type_list.txt"
[259] "demographics.nbsp"
[260] "demographics.nbsp.1"
[261] "demographics."
[262] "demographics..1"
[263] "demographics..2"
[264] "demographics..3"
[265] "demographics.nbsp.2"
[266] "demographics.nbsp.3"
[267] "demographics..4"
[268] "demographics..5"
[269] "demographics..6"
[270] "demographics..7"
[271] "demographics.nbsp.4"
[272] "demographics.nbsp.5"
[273] "demographics..8"
[274] "demographics..9"
[275] "demographics..10"
[276] "demographics..11"
[277] "demographics.is_english_your_first_language"
[278] "demographics.text_box_live_children.txt"
[279] "demographics.text_box_ages_sex.txt"
[280] "demographics.select_questionnaire_items_birth"
[281] "demographics.depression.1"
[282] "demographics.depression_during_or_after_pregnancy"
[283] "demographics.premenstrual_dysphoric_disorder"
[284] "demographics.mania_hypomania_bipolar_or_manicdepression.1"
[285] "demographics.social_anxiety_or_social_phobia.1"
[286] "demographics.specific_phobia"
[287] "demographics.agoraphobia.1"
[288] "demographics.panic_attacks.1"
[289] "demographics.panic_disorder.1"
[290] "demographics.posttraumatic_stress_disorder"
[291] "demographics.obsessivecompulsive_disorder"
[292] "demographics.body_dysmorphic_disorder"
[293] "demographics.other_obsessivecompulsive_related_disorders"
[294] "demographics.anxiety_nerves_or_generalised_anxiety_disorder.1"
[295] "demographics.schizophrenia.1"
[296] "demographics.psychosis_type_psychotic_illness.1"
[297] "demographics.autism_spectrum_disorder"
[298] "demographics.attention_deficit_hyperactivity_disorder.1"
[299] "demographics.other_qqid401choicetextentryvalue21"
[300] "demographics.paranoid_personality_disorder"
[301] "demographics.schizotypal_personality_disorder"
[302] "demographics.antisocial_personality_disorder"
[303] "demographics.borderlineemotionally_unstable_personality_disorder"
[304] "demographics.histrionic_personality_disorder"
[305] "demographics.narcissistic_personality_disorder"
[306] "demographics.avoidantanxious_personality_disorder"
[307] "demographics.dependent_personality_disorder"
[308] "demographics.obsessivecompulsive_personality_disorder"
[309] "demographics.schizoid_personality_disorder"
[310] "demographics.what_gender_do_you_identify_with"
[311] "demographics.what_gender_do_you_identify_with.txt" [1] 7 [1] "Sample"
[2] "ID"
[3] "mhd.anorexia_nervosa"
[4] "mhd.atypical_anorexia_nervosa"
[5] "mhd.bulimia_nervosa"
[6] "mhd.atypical_bulimia_nervosa"
[7] "mhd.bingeeating_disorder"
[8] "mhd.atypical_bingeeating_disorder"
[9] "mhd.other_eating_disorder"
[10] "mhd.none_of_the_above_eating_disorder"
[11] "mhd.dont_know_eating_disorder"
[12] "mhd.prefer_not_to_answer_eating_disorder"
[13] "mhd.anorexia_nervosa_numeric"
[14] "mhd.atypical_anorexia_nervosa_numeric"
[15] "mhd.bulimia_nervosa_numeric"
[16] "mhd.atypical_bulimia_nervosa_numeric"
[17] "mhd.bingeeating_disorder_numeric"
[18] "mhd.atypical_bingeeating_disorder_numeric"
[19] "mhd.other_eating_disorder_numeric"
[20] "mhd.none_of_the_above_eating_disorder_numeric"
[21] "mhd.dont_know_eating_disorder_numeric"
[22] "mhd.prefer_not_to_answer_eating_disorder_numeric"
[23] "mhd.depression"
[24] "mhd.pregnancy_depression"
[25] "mhd.premenstrual_dysphoric_disorder_pmdd"
[26] "mhd.anxiety_nerves_or_generalised_anxiety_disorder"
[27] "mhd.social_anxiety_or_social_phobia"
[28] "mhd.specific_phobia_e.g._phobia_of_flying"
[29] "mhd.agoraphobia"
[30] "mhd.panic_disorder"
[31] "mhd.panic_attacks"
[32] "mhd.obsessivecompulsive_disorder_ocd"
[33] "mhd.obsessive_compulsive_related_disorders"
[34] "mhd.body_dysmorphic_disorder_bdd"
[35] "mhd.mania_hypomania_bipolar_or_manicdepression"
[36] "mhd.schizophrenia"
[37] "mhd.type_psychosis_psychotic_illness"
[38] "mhd.personality_disorder_diagnosed"
[39] "mhd.posttraumatic_stress_disorder_ptsd"
[40] "mhd.autism_aspergers_or_autistic_spectrum_disorder"
[41] "mhd.personality_disorder"
[42] "mhd.attention_deficit_hyperactivity_disorder"
[43] "mhd.none_of_the_above"
[44] "mhd.dont_know"
[45] "mhd.prefer_not_to_answer"
[46] "mhd.none_of_the_above.1"
[47] "mhd.dont_know.1"
[48] "mhd.prefer_not_to_answer.1"
[49] "mhd.other_please_tell_us_more"
[50] "mhd.schizoaffective_disorder"
[51] "mhd.depression_numeric"
[52] "mhd.pregnancy_depression_numeric"
[53] "mhd.premenstrual_dysphoric_disorder_pmdd_numeric"
[54] "mhd.anxiety_nerves_or_generalised_anxiety_disorder_numeric"
[55] "mhd.social_anxiety_or_social_phobia_numeric"
[56] "mhd.specific_phobia_e.g._phobia_of_flying_numeric"
[57] "mhd.agoraphobia_numeric"
[58] "mhd.panic_disorder_numeric"
[59] "mhd.panic_attacks_numeric"
[60] "mhd.obsessivecompulsive_disorder_ocd_numeric"
[61] "mhd.obsessive_compulsive_related_disorders_numeric"
[62] "mhd.body_dysmorphic_disorder_bdd_numeric"
[63] "mhd.mania_hypomania_bipolar_or_manicdepression_numeric"
[64] "mhd.schizophrenia_numeric"
[65] "mhd.type_psychosis_psychotic_illness_numeric"
[66] "mhd.personality_disorder_diagnosed_numeric"
[67] "mhd.posttraumatic_stress_disorder_ptsd_numeric"
[68] "mhd.autism_aspergers_or_autistic_spectrum_disorder_numeric"
[69] "mhd.personality_disorder_numeric"
[70] "mhd.attention_deficit_hyperactivity_disorder_numeric"
[71] "mhd.none_of_the_above_numeric"
[72] "mhd.dont_know_numeric"
[73] "mhd.prefer_not_to_answer_numeric"
[74] "mhd.none_of_the_above.1_numeric"
[75] "mhd.dont_know.1_numeric"
[76] "mhd.prefer_not_to_answer.1_numeric"
[77] "mhd.other_please_tell_us_more_numeric"
[78] "mhd.schizoaffective_disorder_numeric" NBR
RAMP
Grouping mental health disorders
#Disorder groupings - from COPING/RAMP analysis minutes 1. Depressive disorder group: major depression, antenatal/postnatal depression, premenstrual depression. The logic for this has been double checked for males - KT/MD. 2. Anxiety group: generalised anxiety, social anxiety, specific phobia, agoraphobia, panic_disorder, panic_attacks. 3. Agoraphobia and panic_disorder group: panic_disorder, agoraphobia, panic_attacks. 4. Eating disorders group: anorexianervosa, atypical anorexia nervosa, bulimia nervosa, overeating or bingeeating. 5. Obsessive complusive disorders: obsessive compulaive disorder, obsessive compulsive related disorders. 6. Psychotic disorders: schizophrenia, schizoaffective disorder, general psychosis or psychotic illness. 7. Personality disorders: cluster A, cluster B, cluster C 8. Control group: no diagnosed disorders.
Disorders of interest MDD and other depressive disorders Anxiety, nerves or generalised anxiety disorder Social anxiety Specific phobia Agoraphobia/panic disorder/panic attacks OCD (& OCD-related disorders e.g., skin picking?) PTSD Bipolar Eating disorders (Anorexia, BE-type EDs) Personality disorder: Clusters A, B, and C No-diagnosis group
Analysis plan of Disorders: KY and KP analysis plan 1. Basic: any anxiety or unipolar depressive disorder vs. those with no prior diagnosis 2. Specific: breakdown by type of prior anxiety (& related) disorder diagnosis 3. Breakdown by COVID or not (using COVIDENCE/Zoe algorithm)
Depressive disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$depressive_disorders
Type: Factor
Freq % Valid % Total
---------------------------- ------ --------- ---------
No depressive disorder 740 34.15 32.12
Depressive disorder 1427 65.85 61.94
<NA> 137 5.95
Total 2304 100.00 100.00Anxiety disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$anxiety_disorders
Type: Factor
Freq % Valid % Total
------------------------- ------ --------- ---------
No anxiety disorder 834 38.49 36.20
Anxiety disorder 1333 61.51 57.86
<NA> 137 5.95
Total 2304 100.00 100.00Agoraphobia and panic disorder group
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$agoraphobia_panic_disorder
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------------------------------- ------ --------- -------------- --------- --------------
No agoraphobia/panic disorder 1589 73.33 73.33 68.97 68.97
Agoraphobia/panic disorder 578 26.67 100.00 25.09 94.05
<NA> 137 5.95 100.00
Total 2304 100.00 100.00 100.00 100.00Depression and anxiety comorbidity
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$depression_and_anxiety
Type: Factor
Freq % Valid % Total
--------------------------------------- ------ --------- ---------
No depressive or anxiety disorder 513 23.67 22.27
Depressive and anxiety disorder 1106 51.04 48.00
Only depressive disorder 321 14.81 13.93
Only anxiety disorder 227 10.48 9.85
<NA> 137 5.95
Total 2304 100.00 100.00Eating disorders
There is routing questionnaire if participants have been diagnosed with an eating disorder and afterwards they get asked the specific disorders. Therefore, mhd.suspected_eating_disorder_diagnosed_numeric needs to be recoded as 0 otherwise they would be NAs.
For EDGI does not include other eating disorders, such as purging disorder, rumination disorder, ARFID, or Pica
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$eating_disorders
Type: Factor
Freq % Valid % Total
------------------------ ------ --------- ---------
No eating disorder 408 19.19 17.71
Eating disorder 1718 80.81 74.57
<NA> 178 7.73
Total 2304 100.00 100.00Eating disorders with binge eating vs eating disorders without Caveat: Anorexia nervosa can have binge eating as well. Therefore, this would need an additional variable from the ED100K
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$restricting_vs_binge_eating_eating_disorders
Type: Factor
Freq % Valid % Total
--------------------------------------- ------ --------- ---------
No eating disorder 408 19.19 17.71
Anorexia nervosa 1404 66.04 60.94
Eating disorder with binge eating 314 14.77 13.63
<NA> 178 7.73
Total 2304 100.00 100.00Obsessive compulsive disorders
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$obsessive_compulsive_disorders
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
-------------------------------------- ------ --------- -------------- --------- --------------
No obsessive compulsive disorder 1565 72.22 72.22 67.93 67.93
Obsessive compulsive disorder 602 27.78 100.00 26.13 94.05
<NA> 137 5.95 100.00
Total 2304 100.00 100.00 100.00 100.00Psychotic disorders
“mhd.schizophrenia_numeric”
“mhd.schizoaffective_disorder_numeric”
“mhd.type_psychosis_psychotic_illness_numeric”
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$psychotic_disorders
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
--------------------------- ------ --------- -------------- --------- --------------
No psychotic disorder 2095 97.67 97.67 90.93 90.93
Psychotic disorder 50 2.33 100.00 2.17 93.10
<NA> 159 6.90 100.00
Total 2304 100.00 100.00 100.00 100.00Overlap between self-report schizophrenia and bipolar disorder +++CH: Check overlap between schizophrenia group and bipolar disorder ++KT: Only 63 with comorbid self-report bipolar disorder and schizophrenia. More likely to have shared symptoms, less likely to have confirmed diagnoses of both. Could be too severe to be in GLAD?
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$bipolar_and_schizophrenia
Type: Factor
Freq % Valid % Total
-------------------------------------- ------ --------- ---------
No psychotic or bipolar disorder 2022 94.49 87.76
Psychotic and bipolar disorder 17 0.79 0.74
Only psychotic disorder 33 1.54 1.43
Only bipolar disorder 68 3.18 2.95
<NA> 164 7.12
Total 2304 100.00 100.00Autism spectrum disorder
Frequencies
mhd.raw.id$autism_spectrum_disorder
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
--------------------------------- ------ --------- -------------- --------- --------------
No autism spectrum disorder 2042 95.20 95.20 88.63 88.63
Autism spectrum disorder 103 4.80 100.00 4.47 93.10
<NA> 159 6.90 100.00
Total 2304 100.00 100.00 100.00 100.00Personality disorders
++KT: For all cluster coding chunks - have added other clusters as == 0, so that they are not coerced into NAs. Cluster A 1. Paranoid 28 ( 1.0%) 2. Schizoid 15 ( 0.5%) 3. Schizotypal 14 ( 0.5%)
Cluster B 4. Antisocial 24 ( 0.8%) 5. Borderline 2553 (89.4%) 6. Histrionic 7 ( 0.2%) 7. Narcissistic 8 ( 0.3%)
Cluster C 8. Avoidant/anxious 133 ( 4.7%) 9. Dependent 29 ( 1.0%) 10. Obsessive-compulsive
Controls
These individuals have no self report diagnosis of any kind that we measure.
Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$control
Type: Factor
Freq % Valid % Total
---------------- ------ --------- ---------
No control 2090 96.49 90.71
Control 76 3.51 3.30
<NA> 138 5.99
Total 2304 100.00 100.00Inspect the participants that do not qualify as double “None of these”
Total disorder count
Frequencies
mhd.raw.id$disorders_total_count
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 144 6.87 6.25
1 377 17.98 16.36
2 413 19.69 17.93
3 534 25.46 23.18
4 359 17.12 15.58
5 180 8.58 7.81
6 57 2.72 2.47
7 28 1.34 1.22
8 3 0.14 0.13
9 2 0.10 0.09
<NA> 207 8.98
Total 2304 100.00 100.00Comorbidity count
Frequencies
mhd.raw.id$comorbidity_total_count_numeric
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 377 19.30 16.36
1 413 21.15 17.93
2 534 27.34 23.18
3 359 18.38 15.58
4 180 9.22 7.81
5 57 2.92 2.47
6 28 1.43 1.22
7 3 0.15 0.13
8 2 0.10 0.09
<NA> 351 15.23
Total 2304 100.00 100.00Warning in recode.numeric(.x, !!!values, .default = .default, .missing
= .missing): NAs introduced by coercionFrequencies
mhd.raw.id$comorbidity_total_count_factor
Type: Factor
Freq % Valid % Total
-------------------------- ------ --------- ---------
No comorbidity 377 19.30 16.36
1 comorbid disoder 413 21.15 17.93
2 comorbid disoders 534 27.34 23.18
3+ comorbid disoders 629 32.21 27.30
<NA> 351 15.23
Total 2304 100.00 100.00Inspection
Create new dataframe with the derived categories
Prepandemic
GAD (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "gad.regular_physical_exercise_e.g._yoga_running_walking"
[5] "gad.none_of_the_above"
[6] "gad.prefer_not_to_answer"
[7] "gad.enrolled_psychotherapy_nhs_funded"
[8] "gad.did_you_take_your_medication_as_advised"
[9] "gad.did_you_find_the_medication_helpful"
[10] "gad.counselling"
[11] "gad.mindfulness"
[12] "gad.relationship_therapy"
[13] "gad.group_therapy"
[14] "gad.guided_selfhelp"
[15] "gad.family_therapy"
[16] "gad.cognitive_behavioral_therapy_cbt"
[17] "gad.workshops"
[18] "gad.online_therapy"
[19] "gad.dont_know"
[20] "gad.prefer_not_to_answer.1"
[21] "gad.talking_therapy_complete_psychotherapy"
[22] "gad.talking_therapy_helpful_find"
[23] "gad.prefer_not_to_answer.2"
[24] "gad.dont_know.1"
[25] "gad.feeling_nervous_anxious_or_on_edge"
[26] "gad.control_worrying_stop"
[27] "gad.worrying_too_much_about_different_things"
[28] "gad.trouble_relaxing"
[29] "gad.sit_restless_hard"
[30] "gad.becoming_easily_annoyed_or_irritable"
[31] "gad.awful_feeling_afraid_happen"
[32] "gad.tense_anxious_felt_worried"
[33] "gad.lot_people_things_situation"
[34] "gad.life_lasting_months_kind"
[35] "gad.life_lasting_estimate_number"
[36] "gad.age_fine_put_years.txt"
[37] "gad.age_fine_put_years.txt.1"
[38] "gad.people_period_worry_stronger"
[39] "gad.did_you_worry_most_days"
[40] "gad.job_security_failing_health"
[41] "gad.stop_worrying_difficult_find"
[42] "gad.mind_worries_time"
[43] "gad.matter_hard_strong_put"
[44] "gad.control_difficult_find_worry"
[45] "gad.restless"
[46] "gad.keyed_up_or_on_edge"
[47] "gad.easily_tired"
[48] "gad.mind_difficulty_keeping"
[49] "gad.more_irritable_than_usual"
[50] "gad.having_tense_sore_or_aching_muscles"
[51] "gad.often_having_trouble_falling_or_staying_asleep"
[52] "gad.professional_problems"
[53] "gad.medication_prescribed"
[54] "gad.anxiety_medication_prescribed_week"
[55] "gad.unprescribed_medication_more_than_once"
[56] "gad.drugs_or_alcohol_more_than_once"
[57] "gad.structured_wellbeing_activity"
[58] "gad.regular_physical_exercise_e.g._yoga_running_walking.1"
[59] "gad.none_of_the_above.1"
[60] "gad.prefer_not_to_answer.3"
[61] "gad.enrolled_psychotherapy_nhs_funded.1"
[62] "gad.did_you_take_your_medication_as_advised.1"
[63] "gad.did_you_find_the_medication_helpful.1"
[64] "gad.counselling.1"
[65] "gad.group_therapy.1"
[66] "gad.cognitive_behavioral_therapy_cbt.1"
[67] "gad.mindfulness.1"
[68] "gad.guided_selfhelp.1"
[69] "gad.workshops.1"
[70] "gad.online_therapy.1"
[71] "gad.family_therapy.1"
[72] "gad.relationship_therapy.1"
[73] "gad.other"
[74] "gad.other_text.txt"
[75] "gad.never_tried_psychotherapy_or_other_talking_therapies"
[76] "gad.dont_know.2"
[77] "gad.prefer_not_to_answer.4"
[78] "gad.talking_therapy_complete_psychotherapy.1"
[79] "gad.including_study_problems_interfere"
[80] "gad.dont_know.3"
[81] "gad.prefer_not_to_answer.5"
[82] "gad.anxiety_medication_prescribed_week.1"
[83] "gad.regular_physical_exercise_e.g._yoga_running_walking.2"
[84] "gad.none_of_the_above.2"
[85] "gad.prefer_not_to_answer.6"
[86] "gad.did_you_take_your_medication_as_advised.2"
[87] "gad.did_you_find_the_medication_helpful.2"
[88] "gad.counselling.2"
[89] "gad.mindfulness.2"
[90] "gad.relationship_therapy.2"
[91] "gad.group_therapy.2"
[92] "gad.guided_selfhelp.2"
[93] "gad.family_therapy.2"
[94] "gad.cognitive_behavioral_therapy_cbt.2"
[95] "gad.workshops.2"
[96] "gad.online_therapy.2"
[97] "gad.never_tried_psychotherapy_or_other_talking_therapies.1"
[98] "gad.dont_know.4"
[99] "gad.prefer_not_to_answer.7"
[100] "gad.talking_therapy_complete_psychotherapy.2"
[101] "gad.talking_therapy_helpful_find.1"
[102] "gad.anxiety_medication_prescribed_week.2"
[103] "gad.structured_wellbeing_activity.1"
[104] "gad.regular_physical_exercise_e.g._yoga_running_walking.3"
[105] "gad.none_of_the_above.3"
[106] "gad.prefer_not_to_answer.8"
[107] "gad.did_you_take_your_medication_as_advised.3"
[108] "gad.did_you_find_the_medication_helpful.3"
[109] "gad.counselling.3"
[110] "gad.mindfulness.3"
[111] "gad.relationship_therapy.3"
[112] "gad.group_therapy.3"
[113] "gad.guided_selfhelp.3"
[114] "gad.workshops.3"
[115] "gad.family_therapy.3"
[116] "gad.online_therapy.3"
[117] "gad.never_tried_psychotherapy_or_other_talking_therapies.2"
[118] "gad.dont_know.5"
[119] "gad.prefer_not_to_answer.9"
[120] "gad.talking_therapy_complete_psychotherapy.3"
[121] "gad.talking_therapy_helpful_find.2"
[122] "gad.anxiety_medication_prescribed_week.3"
[123] "gad.regular_physical_exercise_e.g._yoga_running_walking.4"
[124] "gad.none_of_the_above.4"
[125] "gad.prefer_not_to_answer.10"
[126] "gad.enrolled_psychotherapy_nhs_funded.2"
[127] "gad.did_you_take_your_medication_as_advised.4"
[128] "gad.did_you_find_the_medication_helpful.4"
[129] "gad.counselling.4"
[130] "gad.mindfulness.4"
[131] "gad.relationship_therapy.4"
[132] "gad.group_therapy.4"
[133] "gad.guided_selfhelp.4"
[134] "gad.family_therapy.4"
[135] "gad.cognitive_behavioral_therapy_cbt.3"
[136] "gad.workshops.4"
[137] "gad.online_therapy.4"
[138] "gad.never_tried_psychotherapy_or_other_talking_therapies.3"
[139] "gad.dont_know.6"
[140] "gad.prefer_not_to_answer.11"
[141] "gad.anxiety_medication_prescribed_week.4"
[142] "gad.structured_wellbeing_activity.2"
[143] "gad.none_of_the_above.5"
[144] "gad.prefer_not_to_answer.12"
[145] "gad.enrolled_psychotherapy_nhs_funded.3"
[146] "gad.did_you_take_your_medication_as_advised.5"
[147] "gad.did_you_find_the_medication_helpful.5"
[148] "gad.counselling.5"
[149] "gad.mindfulness.5"
[150] "gad.relationship_therapy.5"
[151] "gad.group_therapy.5"
[152] "gad.guided_selfhelp.5"
[153] "gad.family_therapy.5"
[154] "gad.cognitive_behavioral_therapy_cbt.4"
[155] "gad.workshops.5"
[156] "gad.online_therapy.5"
[157] "gad.never_tried_psychotherapy_or_other_talking_therapies.4"
[158] "gad.dont_know.7"
[159] "gad.prefer_not_to_answer.13"
[160] "gad.longest_period_continued_kind.3"
[161] "gad.life_lasting_month_longer"
[162] "gad.life_lasting_month_longer.1"
[163] "gad.age_fine_put_years.txt.2"
[164] "gad.age_fine_put_years.txt.3" [1] 0Calculate sum score for GAD-7 Max should be 21.
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = gad.items_key_prepan, items =
prepan.gad.raw.id[gad.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.gad.raw.id$gad.sum_score_prepan_raw
N: 126
gad.sum_score_prepan_raw
--------------- --------------------------
Mean 10.06
Std.Dev 6.11
Min 0.00
Median 10.00
Max 21.00
N.Valid 126.00
Pct.Valid 100.00missingness (NAs per person)
prepandemic
Frequencies
prepan.gad.raw.id$na_per_person_gad_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 123 97.62 97.62
7 3 2.38 2.38
<NA> 0 0.00
Total 126 100.00 100.00Descriptive Statistics
prepan.gad.raw.id$gad.sum_score_prepan
N: 126
gad.sum_score_prepan
--------------- ----------------------
Mean 10.30
Std.Dev 5.98
Min 0.00
Median 10.00
Max 21.00
N.Valid 123.00
Pct.Valid 97.62PCL (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "pcl.section_asks_skip_button"
[5] "pcl.i_felt_loved"
[6] "pcl.bruises_left_hard_people"
[7] "pcl.felt_family_hated"
[8] "pcl.someone_molested_me"
[9] "pcl.doctor_needed"
[10] "pcl.i_have_been_in_a_confiding_relationship"
[11] "pcl.partner_violence_partner_deliberately"
[12] "pcl.partner_extent_felt_worthless"
[13] "pcl.partner_sexually_interfered_partner"
[14] "pcl.money_pay_rent_mortgage"
[15] "pcl.i_have_been_in_a_confiding_relationship.1"
[16] "pcl.partner_violence_partner_deliberately.1"
[17] "pcl.partner_extent_felt_worthless.1"
[18] "pcl.partner_sexually_interfered_partner.1"
[19] "pcl.money_pay_rent_mortgage.1"
[20] "pcl.sexual_assault_stranger_victim"
[21] "pcl.mugged_robbed_attacked_victim"
[22] "pcl.accident_believed_threatening_life"
[23] "pcl.witnessed_a_sudden_violent_death"
[24] "pcl.been_diagnosed_with_a_lifethreatening_illness"
[25] "pcl.combat_involved_war_exposed"
[26] "pcl.stressful_experience_repeated_images"
[27] "pcl.stressful_experience_upset_reminded"
[28] "pcl.stressful_situation_situations_reminded"
[29] "pcl.cut_people_feeling_distant"
[30] "pcl.feeling_irritable_or_having_angry_outbursts"
[31] "pcl.difficulty_concentrating" [1] 7Calculate sum score for PCL-6
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = pcl.items_key_prepan, items =
prepan.pcl.raw.id[pcl.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.pcl.raw.id$pcl.sum_score_prepan_raw
N: 2304
pcl.sum_score_prepan_raw
--------------- --------------------------
Mean 16.57
Std.Dev 8.59
Min 0.00
Median 18.00
Max 30.00
N.Valid 2304.00
Pct.Valid 100.00Missigness
prepandemic
Frequencies
prepan.pcl.raw.id$na_per_person_pcl_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 1987 86.24 86.24
1 15 0.65 0.65
2 5 0.22 0.22
3 4 0.17 0.17
6 293 12.72 12.72
<NA> 0 0.00
Total 2304 100.00 100.00Descriptive Statistics
prepan.pcl.raw.id$pcl.sum_score_prepan
N: 2304
pcl.sum_score_prepan
--------------- ----------------------
Mean 19.03
Std.Dev 6.23
Min 6.00
Median 19.00
Max 30.00
N.Valid 1987.00
Pct.Valid 86.24PHQ (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "phq.little_interest_or_pleasure_in_doing_things"
[5] "phq.feeling_down_depressed_or_hopeless"
[6] "phq.staying_asleep_sleeping_trouble"
[7] "phq.feeling_tired_or_having_little_energy"
[8] "phq.poor_appetite_or_overeating"
[9] "phq.feeling_bad_failure_family"
[10] "phq.trouble_concentrating_reading_newspaper"
[11] "phq.moving_fidgety_noticed_opposite"
[12] "phq.dead_hurting_thoughts"
[13] "phq.felt_sad_blue_row"
[14] "phq.lost_interest_give_hobbies"
[15] "phq.day_feelings"
[16] "phq.did_you_feel_this_way"
[17] "phq.tired_energy_usual_low"
[18] "phq.didyour_weight_change"
[19] "phq.10lbs_weight_change"
[20] "phq.did_your_sleep_change"
[21] "phq.trouble_falling_asleep"
[22] "phq.waking_too_early"
[23] "phq.sleeping_too_much"
[24] "phq.depression_episode_sleeping"
[25] "phq.average_hours_sleep_depression.txt"
[26] "phq.average_hours_sleep_day.txt"
[27] "phq.appetite_change_experience"
[28] "phq.mood_brighten_response_positive"
[29] "phq.arms_legs_experience_heavy"
[30] "phq.forhow_hours_day_heaviness.txt"
[31] "phq.were_you_overly_sensitive_to_interpersonal_rejection"
[32] "phq.was_your_mood_worse"
[33] "phq.trouble_concentrating_lot_usual"
[34] "phq.worthless_good_feel_people"
[35] "phq.death_lot_general"
[36] "phq.long_altogether_feel"
[37] "phq.longest_episode_low_mood"
[38] "phq.experienced_depression_low_mood"
[39] "phq.including_study_problems_interfere"
[40] "phq.low_mood_weeks_life"
[41] "phq.low_mood_weeks_life.1"
[42] "phq.age_fine_put_weeks.txt"
[43] "phq.age_fine_put_weeks.txt.1"
[44] "phq.giving_birth_natal_depression"
[45] "phq.close_relative_significant_illness"
[46] "phq.aprofessional_problems"
[47] "phq.medication_prescribed_weeks"
[48] "phq.unprescribed_medication_more_than_once"
[49] "phq.drugs_or_alcohol_more_than_once"
[50] "phq.talking_therapy_psychotherapy"
[51] "phq.structured_wellbeing_activity"
[52] "phq.regular_physical_exercise_e.g._yoga_running_walking"
[53] "phq.none_of_the_above"
[54] "phq.prefer_not_to_answer"
[55] "phq.enrolled_psychotherapy_nhs_funded"
[56] "phq.did_you_take_your_medication_as_advised"
[57] "phq.did_you_find_the_medication_helpful"
[58] "phq.counselling"
[59] "phq.mindfulness"
[60] "phq.relationship_therapy"
[61] "phq.group_therapy"
[62] "phq.guided_selfhelp"
[63] "phq.family_therapy"
[64] "phq.workshops"
[65] "phq.online_therapy"
[66] "phq.other"
[67] "phq.other_text.txt"
[68] "phq.never_tried_psychotherapy_or_other_talking_therapy"
[69] "phq.dont_know"
[70] "phq.prefer_not_to_answer.1"
[71] "phq.talking_therapy_complete_psychotherapy"
[72] "phq.talking_therapy_helpful_find"
[73] "phq.low_mood_begin_long"
[74] "phq.recent_episode_antidepressantmedications_low"
[75] "phq.prescribe_add_augmentation_medications"
[76] "phq.have_you_received_electroconvulsive_therapy"
[77] "phq.ticked_happened_period_time"
[78] "phq.prefer_not_to_answer.2"
[79] "phq.dont_know.1"
[80] "phq.hyper_normal_people_thought.1"
[81] "phq.confident_usual_felt.1"
[82] "phq.miss_found_sleep_usual.1"
[83] "phq.faster_spoke_talkative_usual.1"
[84] "phq.slow_head_mind_thoughts.1"
[85] "phq.staying_track_trouble_concentrating.1"
[86] "phq....you_had_much_more_energy_than_usual.1"
[87] "phq.active_usual_things.1"
[88] "phq.outgoing_middle_night_usual.1"
[89] "phq.interested_sex_usual.1"
[90] "phq.excessive_foolish_risky_unusual.1"
[91] "phq.trouble_family_spending_money.1"
[92] "phq.highquot_irritablequot_quot_longest"
[93] "phq.legal_troubles_arguments_fights"
[94] "phq.bipolar_disorder_depressive_illness"
[95] "phq.blood_relatives_bipolar_disorder"
[96] "phq.mania_high_psychosis_low"
[97] "phq.diagnosis_psychosis_episode_primary"
[98] "phq.talking_therapy_psychotherapy.1"
[99] "phq.regular_physical_exercise_e.g._yoga_running_walking.1"
[100] "phq.none_of_the_above.1"
[101] "phq.prefer_not_to_answer.3"
[102] "phq.enrolled_psychotherapy_nhs_funded.1"
[103] "phq.did_you_take_your_medication_as_advised.1"
[104] "phq.did_you_find_the_medication_helpful.1"
[105] "phq.counselling.1"
[106] "phq.group_therapy.1"
[107] "phq.mindfulness.1"
[108] "phq.guided_selfhelp.1"
[109] "phq.workshops.1"
[110] "phq.online_therapy.1"
[111] "phq.family_therapy.1"
[112] "phq.relationship_therapy.1"
[113] "phq.dont_know.2"
[114] "phq.prefer_not_to_answer.4"
[115] "phq.talking_therapy_complete_psychotherapy.1"
[116] "phq.dont_know.3"
[117] "phq.prefer_not_to_answer.5"
[118] "phq.medication_prescribed_weeks.1"
[119] "phq.drugs_or_alcohol_more_than_once.1"
[120] "phq.talking_therapy_psychotherapy.2"
[121] "phq.structured_wellbeing_activity.1"
[122] "phq.regular_physical_exercise_e.g._yoga_running_walking.2"
[123] "phq.none_of_the_above.2"
[124] "phq.prefer_not_to_answer.6"
[125] "phq.did_you_take_your_medication_as_advised.2"
[126] "phq.did_you_find_the_medication_helpful.2"
[127] "phq.counselling.2"
[128] "phq.mindfulness.2"
[129] "phq.relationship_therapy.2"
[130] "phq.group_therapy.2"
[131] "phq.guided_selfhelp.2"
[132] "phq.family_therapy.2"
[133] "phq.workshops.2"
[134] "phq.online_therapy.2"
[135] "phq.other.2"
[136] "phq.other_text.txt.1"
[137] "phq.dont_know.4"
[138] "phq.prefer_not_to_answer.7"
[139] "phq.talking_therapy_complete_psychotherapy.2"
[140] "phq.talking_therapy_helpful_find.1"
[141] "phq.medication_prescribed_weeks.2"
[142] "phq.unprescribed_medication_more_than_once.1"
[143] "phq.drugs_or_alcohol_more_than_once.2"
[144] "phq.talking_therapy_psychotherapy.3"
[145] "phq.regular_physical_exercise_e.g._yoga_running_walking.3"
[146] "phq.none_of_the_above.3"
[147] "phq.prefer_not_to_answer.8"
[148] "phq.did_you_take_your_medication_as_advised.3"
[149] "phq.did_you_find_the_medication_helpful.3"
[150] "phq.counselling.3"
[151] "phq.mindfulness.3"
[152] "phq.relationship_therapy.3"
[153] "phq.group_therapy.3"
[154] "phq.guided_selfhelp.3"
[155] "phq.workshops.3"
[156] "phq.family_therapy.3"
[157] "phq.online_therapy.3"
[158] "phq.other.3"
[159] "phq.other_text.txt.2"
[160] "phq.dont_know.5"
[161] "phq.prefer_not_to_answer.9"
[162] "phq.talking_therapy_complete_psychotherapy.3"
[163] "phq.talking_therapy_helpful_find.2"
[164] "phq.medication_prescribed_weeks.3"
[165] "phq.unprescribed_medication_more_than_once.2"
[166] "phq.talking_therapy_psychotherapy.4"
[167] "phq.regular_physical_exercise_e.g._yoga_running_walking.4"
[168] "phq.none_of_the_above.4"
[169] "phq.prefer_not_to_answer.10"
[170] "phq.enrolled_psychotherapy_nhs_funded.2"
[171] "phq.did_you_take_your_medication_as_advised.4"
[172] "phq.did_you_find_the_medication_helpful.4"
[173] "phq.counselling.4"
[174] "phq.mindfulness.4"
[175] "phq.relationship_therapy.4"
[176] "phq.group_therapy.4"
[177] "phq.guided_selfhelp.4"
[178] "phq.family_therapy.4"
[179] "phq.workshops.4"
[180] "phq.online_therapy.4"
[181] "phq.other.4"
[182] "phq.other_text.txt.3"
[183] "phq.dont_know.6"
[184] "phq.prefer_not_to_answer.11"
[185] "phq.medication_prescribed_weeks.4"
[186] "phq.unprescribed_medication_more_than_once.3"
[187] "phq.drugs_or_alcohol_more_than_once.3"
[188] "phq.talking_therapy_psychotherapy.5"
[189] "phq.none_of_the_above.5"
[190] "phq.prefer_not_to_answer.12"
[191] "phq.enrolled_psychotherapy_nhs_funded.3"
[192] "phq.did_you_take_your_medication_as_advised.5"
[193] "phq.did_you_find_the_medication_helpful.5"
[194] "phq.counselling.5"
[195] "phq.mindfulness.5"
[196] "phq.relationship_therapy.5"
[197] "phq.group_therapy.5"
[198] "phq.guided_selfhelp.5"
[199] "phq.family_therapy.5"
[200] "phq.workshops.5"
[201] "phq.online_therapy.5"
[202] "phq.other.5"
[203] "phq.other_text.txt.4"
[204] "phq.dont_know.7"
[205] "phq.prefer_not_to_answer.13" [1] 0Calculate sum score for PHQ-9
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = phq.items_key_prepan, items =
prepan.phq.raw.id[phq.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_prepan_raw
N: 126
phq.sum_score_prepan_raw
--------------- --------------------------
Mean 12.17
Std.Dev 7.49
Min 0.00
Median 12.00
Max 27.00
N.Valid 126.00
Pct.Valid 100.00PHQ missingness (NAs per person)
prepandemic
Frequencies
prepan.phq.raw.id$na_per_person_phq_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 123 97.62 97.62
9 3 2.38 2.38
<NA> 0 0.00
Total 126 100.00 100.00Frequencies
prepan.phq.raw.id$phq.missing_only_suicide_item_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 126 100.00 100.00
<NA> 0 0.00
Total 126 100.00 100.00all times
Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_prepan
N: 126
phq.sum_score_prepan
--------------- ----------------------
Mean 12.46
Std.Dev 7.33
Min 0.00
Median 12.00
Max 27.00
N.Valid 123.00
Pct.Valid 97.62+++CH: THINK ABOUT THIS!!!
8 items
Descriptive Statistics
prepan.phq.raw.id$phq.sum_score_8items_prepan
N: 126
phq.sum_score_8items_prepan
--------------- -----------------------------
Mean 12.17
Std.Dev 7.49
Min 0.00
Median 12.00
Max 27.00
N.Valid 126.00
Pct.Valid 100.00OCIR (prepan)
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "ocir.saved_things"
[5] "ocir.i_check_things_more_often_than_necessary."
[6] "ocir.arranged_properly_objects_upset"
[7] "ocir.feel_compelled_count_things.27"
[8] "ocir.strangers_touch_touched_difficult.33"
[9] "ocir.control_difficult_find_thoughts.30"
[10] "ocir.i_collect_things_i_dont_need.348"
[11] "ocir.i_repeatedly_check_doors_windows_drawers_etc."
[12] "ocir.arranged_things_change_upset.45"
[13] "ocir.repeat_feel_numbers.87"
[14] "ocir.clean_simply_wash_feel.9"
[15] "ocir.mind_upset_unpleasant_thoughts.11"
[16] "ocir.afraid_avoid_throwing_things.7"
[17] "ocir.light_switches_water_taps.7"
[18] "ocir.arranged_things.32"
[19] "ocir.good_feel_bad_numbers.60"
[20] "ocir.hands_longer_wash.23"
[21] "ocir.frequently_difficulty_rid_nasty.16" [1] 0Calculate sum score for OCI-R
*Note that scores with missingness will be changed to NA later in the script
Warning in scoreItems(keys = ocir.items_key_prepan, items =
prepan.ocir.raw.id[ocir.items_prepan], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
prepan.ocir.raw.id$ocir.sum_score_prepan_raw
N: 126
ocir.sum_score_prepan_raw
--------------- ---------------------------
Mean 20.67
Std.Dev 13.80
Min 0.00
Median 19.00
Max 65.00
N.Valid 126.00
Pct.Valid 100.00prepandemic
Frequencies
prepan.ocir.raw.id$na_per_person_ocir_prepan
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 123 97.62 97.62
18 3 2.38 2.38
<NA> 0 0.00
Total 126 100.00 100.00Descriptive Statistics
prepan.ocir.raw.id$ocir.sum_score_prepan
N: 126
ocir.sum_score_prepan
--------------- -----------------------
Mean 21.18
Std.Dev 13.58
Min 0.00
Median 19.00
Max 65.00
N.Valid 123.00
Pct.Valid 97.62COPING GAD-7
GLAD
EDGI
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "gad.care_difficult_home_things"
[5] "gad.pandemic_feelings_felt"
[6] "gad.feeling_nervous_anxious_or_on_edge"
[7] "gad.control_worrying_stop"
[8] "gad.worrying_too_much_about_different_things"
[9] "gad.trouble_relaxing"
[10] "gad.sit_restless_hard"
[11] "gad.becoming_easily_annoyed_or_irritable"
[12] "gad.feeling_afraid_awful_happen"
[13] "gad.feeling_nervous_anxious_or_on_edge.1"
[14] "gad.control_worrying_stop.1"
[15] "gad.worrying_too_much_about_different_things.1"
[16] "gad.trouble_relaxing.1"
[17] "gad.sit_restless_hard.1"
[18] "gad.becoming_easily_annoyed_or_irritable.1"
[19] "gad.feeling_afraid_awful_happen.1" [1] 0NBR
RAMP
Sum scores
Calculate sum score for GAD-7 retrospective
Warning in scoreItems(keys = gad.items_key_retro, items =
coping.gad.raw.id[gad.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro_raw
N: 533
gad.sum_score_retro_raw
--------------- -------------------------
Mean 6.53
Std.Dev 5.77
Min 0.00
Median 6.00
Max 21.00
N.Valid 533.00
Pct.Valid 100.00Calculate sum score for GAD-7 baseline
Warning in scoreItems(keys = gad.items_key_base, items =
coping.gad.raw.id[gad.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base_raw
N: 533
gad.sum_score_base_raw
--------------- ------------------------
Mean 10.91
Std.Dev 6.03
Min 0.00
Median 11.00
Max 21.00
N.Valid 533.00
Pct.Valid 100.00Missingness
baseline
Frequencies
coping.gad.raw.id$na_per_person_gad_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 532 99.81 99.81
1 1 0.19 0.19
<NA> 0 0.00
Total 533 100.00 100.00Frequencies
coping.gad.raw.id$na_per_person_gad_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 419 78.61 78.61
7 114 21.39 21.39
<NA> 0 0.00
Total 533 100.00 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base_raw
N: 533
gad.sum_score_base_raw
--------------- ------------------------
Mean 10.91
Std.Dev 6.03
Min 0.00
Median 11.00
Max 21.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_base
N: 533
gad.sum_score_base
--------------- --------------------
Mean 10.92
Std.Dev 6.03
Min 0.00
Median 11.00
Max 21.00
N.Valid 532.00
Pct.Valid 99.81Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro_raw
N: 533
gad.sum_score_retro_raw
--------------- -------------------------
Mean 6.53
Std.Dev 5.77
Min 0.00
Median 6.00
Max 21.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.gad.raw.id$gad.sum_score_retro
N: 533
gad.sum_score_retro
--------------- ---------------------
Mean 8.31
Std.Dev 5.25
Min 0.00
Median 7.00
Max 21.00
N.Valid 419.00
Pct.Valid 78.61Inspection
COPING: PCL-6
GLAD
Note: Retro for the PCL does not mean retrospective
EDGI
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "pcl.repeated_images_thoughts_past"
[5] "pcl.upset_reminded_past_feeling"
[6] "pcl.avoiding_activities_reminded_situations"
[7] "pcl.cut_people_feeling_distant"
[8] "pcl.feeling_irritable_or_having_angry_outbursts"
[9] "pcl.difficulty_concentrating"
[10] "pcl.repeated_images_thoughts_past.1"
[11] "pcl.upset_reminded_past_feeling.1"
[12] "pcl.avoiding_activities_reminded_situations.1"
[13] "pcl.cut_people_feeling_distant.1"
[14] "pcl.feeling_irritable_or_having_angry_outbursts.1"
[15] "pcl.difficulty_concentrating.1" Note: Retro for the PCL does not mean retrospective
[1] 0NBR
Note: Retro for the PCL does not mean retrospective
RAMP
Note: Retro for the PCL does not mean retrospective
Recode RAMP PCL retro scores
[1] "Sample"
[2] "ID"
[3] "pcl.stressful_experience_repeated_images_base"
[4] "pcl.stressful_experience_upset_reminded_base"
[5] "pcl.stressful_situation_avoiding_activities_base"
[6] "pcl.cut_people_feeling_distant_base"
[7] "pcl.feeling_irritable_or_having_angry_outbursts_base"
[8] "pcl.difficulty_concentrating_base"
[9] "pcl.stressful_experience_repeated_images_retro"
[10] "pcl.stressful_experience_upset_reminded_retro"
[11] "pcl.stressful_situation_avoiding_activities_retro"
[12] "pcl.cut_people_feeling_distant_retro"
[13] "pcl.feeling_irritable_or_having_angry_outbursts_retro"
[14] "pcl.difficulty_concentrating_retro"
[15] "pcl.stressful_experience_repeated_images_base_numeric"
[16] "pcl.stressful_experience_upset_reminded_base_numeric"
[17] "pcl.stressful_situation_avoiding_activities_base_numeric"
[18] "pcl.cut_people_feeling_distant_base_numeric"
[19] "pcl.feeling_irritable_or_having_angry_outbursts_base_numeric"
[20] "pcl.difficulty_concentrating_base_numeric"
[21] "pcl.stressful_experience_repeated_images_retro_numeric"
[22] "pcl.stressful_experience_upset_reminded_retro_numeric"
[23] "pcl.stressful_situation_avoiding_activities_retro_numeric"
[24] "pcl.cut_people_feeling_distant_retro_numeric"
[25] "pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric"
[26] "pcl.difficulty_concentrating_retro_numeric" Sum scores
Calculate sum score for PCL-6 retro
Warning in scoreItems(keys = pcl.items_key_retro, items =
coping.pcl.raw.id[pcl.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro_raw
N: 533
pcl.sum_score_retro_raw
--------------- -------------------------
Mean 1.74
Std.Dev 1.60
Min 0.00
Median 2.00
Max 6.00
N.Valid 533.00
Pct.Valid 100.00Calculate sum score for PCL-6 base The sum scores here will not be accurate if we are using complete cases. Only use sum scores here for complete cases, otherwise the minimum will be 0 where it should be 6.
Warning in scoreItems(keys = pcl.items_key_base, items =
coping.pcl.raw.id[pcl.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base_raw
N: 533
pcl.sum_score_base_raw
--------------- ------------------------
Mean 16.98
Std.Dev 6.08
Min 6.00
Median 17.00
Max 30.00
N.Valid 533.00
Pct.Valid 100.00Missingness
PCL missingness (NAs per person)
baseline
Frequencies
coping.pcl.raw.id$na_per_person_pcl_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 530 99.44 99.44
1 2 0.38 0.38
3 1 0.19 0.19
<NA> 0 0.00
Total 533 100.00 100.00retrospective
Frequencies
coping.pcl.raw.id$na_per_person_pcl_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 240 45.03 45.03
1 116 21.76 21.76
2 52 9.76 9.76
3 56 10.51 10.51
4 31 5.82 5.82
5 24 4.50 4.50
6 14 2.63 2.63
<NA> 0 0.00
Total 533 100.00 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base_raw
N: 533
pcl.sum_score_base_raw
--------------- ------------------------
Mean 16.98
Std.Dev 6.08
Min 6.00
Median 17.00
Max 30.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_base
N: 533
pcl.sum_score_base
--------------- --------------------
Mean 17.01
Std.Dev 6.09
Min 6.00
Median 17.00
Max 30.00
N.Valid 530.00
Pct.Valid 99.44Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro_raw
N: 533
pcl.sum_score_retro_raw
--------------- -------------------------
Mean 1.74
Std.Dev 1.60
Min 0.00
Median 2.00
Max 6.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.pcl.raw.id$pcl.sum_score_retro
N: 533
pcl.sum_score_retro
--------------- ---------------------
Mean 2.13
Std.Dev 1.79
Min 0.00
Median 2.00
Max 6.00
N.Valid 240.00
Pct.Valid 45.03Inspection
COPING: PHQ
GLAD
Will need to double check these namings once we have the new cleaned data – KT.
EDGI
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "phq.care_difficult_home_things"
[5] "phq.pandemic_feelings_felt"
[6] "phq.little_interest_or_pleasure_in_doing_things"
[7] "phq.feeling_down_depressed_or_hopeless"
[8] "phq.staying_asleep_sleeping_trouble"
[9] "phq.feeling_tired_or_having_little_energy"
[10] "phq.poor_appetite_or_overeating"
[11] "phq.family_feeling_bad_failure"
[12] "phq.trouble_concentrating_newspaper_reading"
[13] "phq.moving_fidgety_opposite_slowly"
[14] "phq.dead_hurting_thoughts"
[15] "phq.little_interest_or_pleasure_in_doing_things.1"
[16] "phq.feeling_down_depressed_or_hopeless.1"
[17] "phq.staying_asleep_sleeping_trouble.1"
[18] "phq.feeling_tired_or_having_little_energy.1"
[19] "phq.poor_appetite_or_overeating.1"
[20] "phq.family_feeling_bad_failure.1"
[21] "phq.trouble_concentrating_newspaper_reading.1"
[22] "phq.moving_fidgety_opposite_slowly.1"
[23] "phq.dead_hurting_thoughts.1" [1] 0NBR
Will need to double check these namings once we have the new cleaned data – KT.
RAMP
Will need to double check these namings once we have the new cleaned data – KT.
Sum scores
Calculate sum score for PHQ-9 retro
Warning in scoreItems(keys = phq.items_key_retro, items =
coping.phq.raw.id[phq.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro_raw
N: 533
phq.sum_score_retro_raw
--------------- -------------------------
Mean 8.32
Std.Dev 6.82
Min 0.00
Median 7.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Calculate sum score for PHQ-9 base
Warning in scoreItems(keys = phq.items_key_base, items =
coping.phq.raw.id[phq.items_base], : Specifying totals = TRUE without imputation
can lead to serious problems. Are you sure?Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base_raw
N: 533
phq.sum_score_base_raw
--------------- ------------------------
Mean 13.08
Std.Dev 6.76
Min 0.00
Median 12.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Missingness
retrospective
Frequencies
coping.phq.raw.id$na_per_person_phq_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 438 82.18 82.18
1 2 0.38 0.38
9 93 17.45 17.45
<NA> 0 0.00
Total 533 100.00 100.00Frequencies
coping.phq.raw.id$phq.missing_only_suicide_item_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 533 100.00 100.00
<NA> 0 0.00
Total 533 100.00 100.00baseline
Frequencies
coping.phq.raw.id$na_per_person_phq_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 531 99.62 99.62
1 1 0.19 0.19
9 1 0.19 0.19
<NA> 0 0.00
Total 533 100.00 100.00We need to identify those who have all items APART from the suicide ideation item - to still include these individuals.
Frequencies
coping.phq.raw.id$phq.missing_only_suicide_item_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 533 100.00 100.00
<NA> 0 0.00
Total 533 100.00 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base_raw
N: 533
phq.sum_score_base_raw
--------------- ------------------------
Mean 13.08
Std.Dev 6.76
Min 0.00
Median 12.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_base
N: 533
phq.sum_score_base
--------------- --------------------
Mean 13.11
Std.Dev 6.75
Min 0.00
Median 12.00
Max 27.00
N.Valid 531.00
Pct.Valid 99.628 items
Descriptive Statistics
coping.phq.raw.id$phq.sum_score_8items_base
N: 533
phq.sum_score_8items_base
--------------- ---------------------------
Mean 13.08
Std.Dev 6.76
Min 0.00
Median 12.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro_raw
N: 533
phq.sum_score_retro_raw
--------------- -------------------------
Mean 8.32
Std.Dev 6.82
Min 0.00
Median 7.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Descriptive Statistics
coping.phq.raw.id$phq.sum_score_retro
N: 533
phq.sum_score_retro
--------------- ---------------------
Mean 10.10
Std.Dev 6.21
Min 0.00
Median 9.00
Max 27.00
N.Valid 438.00
Pct.Valid 82.188 items
Descriptive Statistics
coping.phq.raw.id$phq.sum_score_8items_retro
N: 533
phq.sum_score_8items_retro
--------------- ----------------------------
Mean 8.32
Std.Dev 6.82
Min 0.00
Median 7.00
Max 27.00
N.Valid 533.00
Pct.Valid 100.00Inspection
COPING: OCI-R
GLAD
*Note that the COPING GLAD OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
EDGI
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "recipientFirstName"
[5] "ocir.saved_things"
[6] "ocir.i_check_things_more_often_than_necessary."
[7] "ocir.arranged_properly_objects_upset"
[8] "ocir.feel_compelled_count_things"
[9] "ocir.strangers_touch_touched_object"
[10] "ocir.control_difficult_thoughts_find"
[11] "ocir.i_collect_things_i_dont_need."
[12] "ocir.i_repeatedly_check_doors_windows_drawers_etc."
[13] "ocir.arranged_things_change_upset"
[14] "ocir.repeat_numbers_feel"
[15] "ocir.feel_contaminated_clean_simply"
[16] "ocir.mind_upset_unpleasant_thoughts"
[17] "ocir.afraid_avoid_throwing_things"
[18] "ocir.water_taps_light_switches"
[19] "ocir.arranged_things"
[20] "ocir.bad_numbers_good_feel"
[21] "ocir.longer_hands_wash"
[22] "ocir.frequently_rid_difficulty_nasty"
[23] "ocir.felt_pandemic_feelings"
[24] "ocir.saved_things.1"
[25] "ocir.i_check_things_more_often_than_necessary..1"
[26] "ocir.arranged_properly_objects_upset.1"
[27] "ocir.feel_compelled_count_things.1"
[28] "ocir.strangers_touch_touched_object.1"
[29] "ocir.control_difficult_thoughts_find.1"
[30] "ocir.i_collect_things_i_dont_need..1"
[31] "ocir.i_repeatedly_check_doors_windows_drawers_etc..1"
[32] "ocir.arranged_things_change_upset.1"
[33] "ocir.repeat_numbers_feel.1"
[34] "ocir.feel_contaminated_clean_simply.1"
[35] "ocir.mind_upset_unpleasant_thoughts.1"
[36] "ocir.afraid_avoid_throwing_things.1"
[37] "ocir.water_taps_light_switches.1"
[38] "ocir.arranged_things.1"
[39] "ocir.bad_numbers_good_feel.1"
[40] "ocir.longer_hands_wash.1"
[41] "ocir.frequently_rid_difficulty_nasty.1" *Note that the COPING EDGI OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
[1] 3NBR
*Note that the COPING NBR OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
++MD: One NBR ID is being converted to NA by the as.numeric(ID) line of code.
RAMP
*Note that the COPING RAMP OCI-R ID numbers are stored under recipientFirstName (rather than ExternalDataReference)
Sum scores
Calculate sum score for OCI-R retro
Warning in scoreItems(keys = ocir.items_key_retro, items =
coping.ocir.raw.id[ocir.items_retro], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro_raw
N: 359
ocir.sum_score_retro_raw
--------------- --------------------------
Mean 9.12
Std.Dev 14.42
Min 0.00
Median 0.00
Max 67.00
N.Valid 359.00
Pct.Valid 100.00Calculate sum score for OCI-R base
Warning in scoreItems(keys = ocir.items_key_base, items =
coping.ocir.raw.id[ocir.items_base], : Specifying totals = TRUE without
imputation can lead to serious problems. Are you sure?Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base_raw
N: 359
ocir.sum_score_base_raw
--------------- -------------------------
Mean 4.08
Std.Dev 9.61
Min 0.00
Median 0.00
Max 59.00
N.Valid 359.00
Pct.Valid 100.00Missingness
retrospective
Frequencies
coping.ocir.raw.id$na_per_person_ocir_retro
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 142 39.55 39.55
18 217 60.45 60.45
<NA> 0 0.00
Total 359 100.00 100.00baseline
Frequencies
coping.ocir.raw.id$na_per_person_ocir_base
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 83 23.12 23.12
18 276 76.88 76.88
<NA> 0 0.00
Total 359 100.00 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base_raw
N: 359
ocir.sum_score_base_raw
--------------- -------------------------
Mean 4.08
Std.Dev 9.61
Min 0.00
Median 0.00
Max 59.00
N.Valid 359.00
Pct.Valid 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_base
N: 359
ocir.sum_score_base
--------------- ---------------------
Mean 17.64
Std.Dev 12.69
Min 0.00
Median 15.00
Max 59.00
N.Valid 83.00
Pct.Valid 23.12Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro_raw
N: 359
ocir.sum_score_retro_raw
--------------- --------------------------
Mean 9.12
Std.Dev 14.42
Min 0.00
Median 0.00
Max 67.00
N.Valid 359.00
Pct.Valid 100.00Descriptive Statistics
coping.ocir.raw.id$ocir.sum_score_retro
N: 359
ocir.sum_score_retro
--------------- ----------------------
Mean 23.06
Std.Dev 14.30
Min 2.00
Median 21.00
Max 67.00
N.Valid 142.00
Pct.Valid 39.55Inspection
Neurological symptoms
ALS (alsfrs)
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "Login ID"
[5] "alsfrs.limb_weakness_noticed_past"
[6] "alsfrs.normal"
[7] "alsfrs.slow_or_sloppy_all_words_are_legible"
[8] "alsfrs.not_all_words_are_legible"
[9] "alsfrs.able_to_grip_pen"
[10] "alsfrs.unable_to_grip_pen"
[11] "alsfrs.have_you_noticed_any_difficulty_walking"
[12] "alsfrs.do_you_have_any_difficulty_climbing_stairs"Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Epsworth sleep scale (ess)
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "ess.felt_excessively_sleepy_past"
[5] "ess.sitting_and_reading"
[6] "ess.watching_tv"
[7] "ess.sitting_inactive_in_a_public_place"
[8] "ess.break_passenger_hour_car"
[9] "ess.afternoon_rest_circumstances_lying"
[10] "ess.sitting_and_talking_to_someone"
[11] "ess.sitting_quietly_after_a_lunch_without_alcohol"
[12] "ess.car_minutes_stopped_traffic"
[13] "ess.insomnia"
[14] "ess.narcolepsy"
[15] "ess.rem_sleep_behaviour_disorder"
[16] "ess.restless_legs_syndrome"
[17] "ess.sleep_apnea"
[18] "ess.sleep_terrors"
[19] "ess.sleepwalking"
[20] "ess.other"
[21] "ess.other_text.txt"
[22] "ess.none" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Migraines (midas)
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "Login ID"
[5] "midas.headaches_suffered_past_month" "midas.past_month_days"
[7] "midas.past_month_days.1" "midas.past_month_days.2"
[9] "midas.past_month_days.3" "midas.past_month_days.4" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Loss of taste/smell (nmss)
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "Login ID"
[5] "nmss.taste_food_ability_smell" "nmss.severe_taste_smell_loss" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Non-motor symptoms (nmsw)
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "Login ID"
[5] "nmsw.drink_problems_choking_difficulty"
[6] "nmsw.regularly_night_pass_urine"
[7] "nmsw.sex_difficult_finding"
[8] "nmsw.weak_standing_feeling_light"
[9] "nmsw.acting_moving_sleep_talking"
[10] "nmsw.double_vision" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Tinnitus
GLAD
Read in data
Select variables
EDGI
Read in data
[1] "externalDataReference" "startDate"
[3] "endDate" "Login ID"
[5] "tinnitus.ears_noises_minutes_head" "tinnitus.ears_noises_minutes_head.1"
[7] "tinnitus.noises_worry_worst_upset" Select variables
[1] 0NBR
Read in data
Select variables
RAMP
Read in data
Select variables
Join tibbles together
[1] 533 125edgi data frame list
glad data frame list
Removing all prepandemic dataframes from NBR/RAMP (prepandemic measures don’t exist for these cohorts)
| Name | dat.raw |
| Number of rows | 2304 |
| Number of columns | 494 |
| _______________________ | |
| Column type frequency: | |
| character | 5 |
| factor | 219 |
| numeric | 268 |
| POSIXct | 2 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Sample | 0 | 1.00 | 4 | 4 | 0 | 1 | 0 |
| COPING_ID | 1771 | 0.23 | 9 | 24 | 0 | 533 | 0 |
| personality_cluster_a | 2304 | 0.00 | NA | NA | 0 | 0 | 0 |
| personality_cluster_b | 2304 | 0.00 | NA | NA | 0 | 0 | 0 |
| personality_cluster_c | 2304 | 0.00 | NA | NA | 0 | 0 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| Gender_unc | 118 | 0.95 | FALSE | 4 | Fem: 2088, Mal: 54, Non: 36, Pre: 8 |
| Sex | 99 | 0.96 | FALSE | 2 | Fem: 2164, Mal: 41 |
| demographics.college_or_university_degree | 115 | 0.95 | FALSE | 2 | Not: 1133, Col: 1056 |
| demographics.a_levelsas_levels_or_equivalent | 115 | 0.95 | FALSE | 2 | A l: 1593, Not: 596 |
| demographics.o_levelsgcses_or_equivalent | 115 | 0.95 | FALSE | 2 | O l: 1726, Not: 463 |
| demographics.cses_or_equivalent | 115 | 0.95 | FALSE | 2 | Not: 2119, CSE: 70 |
| demographics.nvq_or_hnd_or_hnc_or_equivalent | 115 | 0.95 | FALSE | 2 | Not: 1929, NVQ: 260 |
| Ethnicity_unc | 117 | 0.95 | FALSE | 6 | Whi: 2049, Mix: 71, Asi: 37, Oth: 23 |
| Gender | 118 | 0.95 | FALSE | 4 | Fem: 2088, Mal: 54, Non: 36, Pre: 8 |
| Ethnicity | 117 | 0.95 | FALSE | 6 | Whi: 2049, Mix: 71, Asi: 37, Oth: 23 |
| age_category | 38 | 0.98 | FALSE | 8 | 19-: 955, 26-: 555, 16-: 371, 36-: 204 |
| highest_education_prepan | 167 | 0.93 | FALSE | 4 | Uni: 1056, A-l: 722, GCS: 292, NVQ: 67 |
| employment.phd | 1771 | 0.23 | FALSE | 2 | Not: 520, PhD: 13 |
| employment.masters_degree_or_equivalent | 1771 | 0.23 | FALSE | 2 | Not: 465, Mas: 68 |
| employment.postgraduate_degree_or_equivalent | 1771 | 0.23 | FALSE | 2 | Not: 477, Pos: 56 |
| employment.bachelors_degree_or_equivalent | 1771 | 0.23 | FALSE | 2 | Not: 297, Bac: 236 |
| employment.a_levelsas_levels_or_equivalent | 1771 | 0.23 | FALSE | 2 | A l: 370, Not: 163 |
| employment.o_levelsgcses_or_equivalent | 1771 | 0.23 | FALSE | 2 | O l: 416, Not: 117 |
| employment.cses_or_equivalent | 1771 | 0.23 | FALSE | 2 | Not: 516, CSE: 17 |
| employment.nvq_or_hnd_or_hnc_or_equivalent | 1771 | 0.23 | FALSE | 2 | Not: 459, NVQ: 74 |
| employment.government_work_key_workers | 1984 | 0.14 | FALSE | 10 | Non: 135, Hea: 75, Edu: 49, Oth: 24 |
| employment.unemployed | 1771 | 0.23 | FALSE | 2 | Not: 472, Une: 61 |
| employment.zerohours_contract | 1771 | 0.23 | FALSE | 2 | Not: 517, Zer: 16 |
| employment.stayathome_parent_or_carer | 1771 | 0.23 | FALSE | 2 | Not: 519, Sta: 14 |
| employment.retired | 1771 | 0.23 | FALSE | 2 | Not: 516, Ret: 17 |
| employment.student_gcse_or_a_level | 1771 | 0.23 | FALSE | 2 | Not: 454, Stu: 79 |
| employment.student_university | 1771 | 0.23 | FALSE | 2 | Not: 429, Stu: 104 |
| employment.became_unemployed | 1906 | 0.17 | FALSE | 2 | Not: 372, Bec: 26 |
| employment.furloughed_or_paid_leave_government_funded | 1906 | 0.17 | FALSE | 2 | Not: 347, Fur: 51 |
| employment.furloughed_or_paid_leave_company_funded | 1906 | 0.17 | FALSE | 2 | Not: 387, Fur: 11 |
| employment.paid_leave_furloughed | 1906 | 0.17 | FALSE | 2 | Not: 381, Fur: 17 |
| highest_education | 1782 | 0.23 | FALSE | 4 | Uni: 265, A-l: 166, GCS: 73, NVQ: 18 |
| key_worker | 1771 | 0.23 | FALSE | 2 | No : 348, Key: 185 |
| ocir.felt_pandemic_feelings | 2162 | 0.06 | FALSE | 4 | A l: 68, No : 59, Muc: 12, A l: 3 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro | 2162 | 0.06 | FALSE | 5 | Not: 88, A l: 29, Mod: 12, A l: 9 |
| ocir.arranged_things_change_upset_retro | 2162 | 0.06 | FALSE | 5 | A l: 36, Not: 33, Ext: 27, A l: 24 |
| ocir.repeat_feel_numbers_retro | 2162 | 0.06 | FALSE | 5 | Not: 92, A l: 18, Mod: 16, A l: 8 |
| ocir.clean_simply_wash_feel_retro | 2162 | 0.06 | FALSE | 5 | Not: 64, A l: 30, Mod: 21, A l: 16 |
| ocir.mind_upset_unpleasant_thoughts_retro | 2162 | 0.06 | FALSE | 5 | Ext: 35, A l: 30, Mod: 29, A l: 27 |
| ocir.afraid_avoid_throwing_things_retro | 2162 | 0.06 | FALSE | 5 | Not: 64, A l: 38, Mod: 20, A l: 17 |
| ocir.light_switches_water_taps_retro | 2162 | 0.06 | FALSE | 5 | Not: 105, A l: 16, Mod: 12, A l: 5 |
| ocir.arranged_things_retro | 2162 | 0.06 | FALSE | 5 | A l: 42, Not: 41, Mod: 23, A l: 19 |
| ocir.good_feel_bad_numbers_retro | 2162 | 0.06 | FALSE | 5 | Not: 79, A l: 18, A l: 16, Ext: 15 |
| ocir.hands_longer_wash_retro | 2162 | 0.06 | FALSE | 5 | Not: 90, A l: 15, Mod: 13, Ext: 13 |
| ocir.saved_things_retro | 2162 | 0.06 | FALSE | 5 | Not: 87, A l: 24, Mod: 17, A l: 10 |
| ocir.frequently_difficulty_rid_nasty_retro | 2162 | 0.06 | FALSE | 5 | A l: 34, Not: 31, Ext: 30, Mod: 26 |
| ocir.i_check_things_more_often_than_necessary_retro | 2162 | 0.06 | FALSE | 5 | A l: 42, Not: 38, Mod: 29, A l: 21 |
| ocir.arranged_properly_objects_upset_retro | 2162 | 0.06 | FALSE | 5 | Not: 42, A l: 34, Mod: 29, Ext: 20 |
| ocir.feel_compelled_count_things_retro | 2162 | 0.06 | FALSE | 5 | Not: 72, A l: 33, Mod: 15, A l: 11 |
| ocir.strangers_touch_touched_difficult_retro | 2162 | 0.06 | FALSE | 5 | Not: 55, A l: 31, Mod: 21, Ext: 21 |
| ocir.control_difficult_find_thoughts_retro | 2162 | 0.06 | FALSE | 5 | Ext: 46, A l: 30, Mod: 29, A l: 29 |
| ocir.i_collect_things_i_dont_need_retro | 2162 | 0.06 | FALSE | 5 | Not: 85, A l: 31, Mod: 15, A l: 7 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base | 2221 | 0.04 | FALSE | 5 | Not: 58, A l: 16, Mod: 5, A l: 2 |
| ocir.arranged_things_change_upset_base | 2221 | 0.04 | FALSE | 5 | A l: 27, Not: 26, Mod: 16, Ext: 9 |
| ocir.repeat_feel_numbers_base | 2221 | 0.04 | FALSE | 5 | Not: 59, A l: 12, Mod: 7, A l: 3 |
| ocir.clean_simply_wash_feel_base | 2221 | 0.04 | FALSE | 5 | Not: 50, A l: 16, Mod: 10, A l: 5 |
| ocir.mind_upset_unpleasant_thoughts_base | 2221 | 0.04 | FALSE | 5 | A l: 24, Mod: 20, A l: 14, Not: 13 |
| ocir.afraid_avoid_throwing_things_base | 2221 | 0.04 | FALSE | 5 | Not: 43, A l: 24, Mod: 12, A l: 3 |
| ocir.light_switches_water_taps_base | 2221 | 0.04 | FALSE | 5 | Not: 61, A l: 14, Mod: 4, Ext: 3 |
| ocir.arranged_things_base | 2221 | 0.04 | FALSE | 5 | A l: 29, Not: 28, Mod: 14, Ext: 7 |
| ocir.good_feel_bad_numbers_base | 2221 | 0.04 | FALSE | 5 | Not: 52, A l: 14, Mod: 7, Ext: 6 |
| ocir.hands_longer_wash_base | 2221 | 0.04 | FALSE | 5 | Not: 50, A l: 19, Mod: 7, A l: 5 |
| ocir.saved_things_base | 2221 | 0.04 | FALSE | 4 | Not: 58, A l: 16, A l: 5, Mod: 4 |
| ocir.frequently_difficulty_rid_nasty_base | 2221 | 0.04 | FALSE | 5 | Mod: 22, Not: 18, A l: 18, A l: 14 |
| ocir.i_check_things_more_often_than_necessary_base | 2221 | 0.04 | FALSE | 5 | Not: 36, A l: 29, Mod: 12, A l: 3 |
| ocir.arranged_properly_objects_upset_base | 2221 | 0.04 | FALSE | 5 | Not: 30, A l: 27, Mod: 14, A l: 6 |
| ocir.feel_compelled_count_things_base | 2221 | 0.04 | FALSE | 5 | Not: 50, A l: 13, Mod: 8, A l: 8 |
| ocir.strangers_touch_touched_difficult_base | 2221 | 0.04 | FALSE | 5 | Not: 45, A l: 14, Mod: 10, A l: 10 |
| ocir.control_difficult_find_thoughts_base | 2221 | 0.04 | FALSE | 5 | Mod: 25, A l: 19, A l: 17, Ext: 13 |
| ocir.i_collect_things_i_dont_need_base | 2221 | 0.04 | FALSE | 5 | Not: 47, A l: 20, Mod: 12, A l: 3 |
| anxiety_disorders | 137 | 0.94 | FALSE | 2 | Anx: 1333, No : 834 |
| mhd.specific_phobia_e.g._phobia_of_flying | 137 | 0.94 | FALSE | 2 | Not: 2092, Spe: 75 |
| mhd.social_anxiety_or_social_phobia | 137 | 0.94 | FALSE | 2 | Not: 1802, Soc: 365 |
| agoraphobia_panic_disorder | 137 | 0.94 | FALSE | 2 | No : 1589, Ago: 578 |
| depressive_disorders | 137 | 0.94 | FALSE | 2 | Dep: 1427, No : 740 |
| eating_disorders | 178 | 0.92 | FALSE | 2 | Eat: 1718, No : 408 |
| obsessive_compulsive_disorders | 137 | 0.94 | FALSE | 2 | No : 1565, Obs: 602 |
| psychotic_disorders | 159 | 0.93 | FALSE | 2 | No : 2095, Psy: 50 |
| mhd.mania_hypomania_bipolar_or_manicdepression | 137 | 0.94 | FALSE | 2 | Not: 2082, Man: 85 |
| mhd.posttraumatic_stress_disorder_ptsd | 137 | 0.94 | FALSE | 2 | Not: 1900, Pos: 267 |
| autism_spectrum_disorder | 159 | 0.93 | FALSE | 2 | No : 2042, Aut: 103 |
| mhd.attention_deficit_hyperactivity_disorder | 159 | 0.93 | FALSE | 2 | Not: 2083, Att: 62 |
| mhd.personality_disorder | 159 | 0.93 | FALSE | 2 | Not: 1903, Per: 242 |
| depression_and_anxiety | 137 | 0.94 | FALSE | 4 | Dep: 1106, No : 513, Onl: 321, Onl: 227 |
| restricting_vs_binge_eating_eating_disorders | 178 | 0.92 | FALSE | 3 | Ano: 1404, No : 408, Eat: 314 |
| bipolar_and_schizophrenia | 164 | 0.93 | FALSE | 4 | No : 2022, Onl: 68, Onl: 33, Psy: 17 |
| control | 138 | 0.94 | FALSE | 2 | No : 2090, Con: 76 |
| comorbidity_total_count_factor | 351 | 0.85 | FALSE | 4 | 3+ : 629, 2 c: 534, 1 c: 413, No : 377 |
| gad.feeling_nervous_anxious_or_on_edge_prepan | 2194 | 0.05 | FALSE | 4 | Sev: 37, Nea: 36, Mor: 21, Not: 16 |
| gad.control_worrying_stop_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 34, Sev: 30, Not: 27, Mor: 19 |
| gad.worrying_too_much_about_different_things_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 35, Sev: 33, Mor: 23, Not: 19 |
| gad.trouble_relaxing_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 39, Sev: 33, Mor: 22, Not: 16 |
| gad.sit_restless_hard_prepan | 2194 | 0.05 | FALSE | 4 | Not: 48, Sev: 31, Nea: 16, Mor: 15 |
| gad.becoming_easily_annoyed_or_irritable_prepan | 2194 | 0.05 | FALSE | 4 | Sev: 51, Not: 24, Mor: 22, Nea: 13 |
| gad.awful_feeling_afraid_happen_prepan | 2194 | 0.05 | FALSE | 4 | Not: 41, Sev: 29, Mor: 22, Nea: 18 |
| pcl.stressful_experience_repeated_images_prepan | 297 | 0.87 | FALSE | 5 | Not: 490, Qui: 484, A l: 454, Mod: 300 |
| pcl.stressful_experience_upset_reminded_prepan | 299 | 0.87 | FALSE | 5 | Qui: 541, Ext: 416, A l: 390, Mod: 367 |
| pcl.stressful_situation_avoiding_activities_prepan | 302 | 0.87 | FALSE | 5 | Not: 524, A l: 447, Qui: 392, Mod: 333 |
| pcl.cut_people_feeling_distant_prepan | 297 | 0.87 | FALSE | 5 | Ext: 657, Qui: 527, Mod: 326, A l: 316 |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan | 297 | 0.87 | FALSE | 5 | Qui: 536, A l: 435, Mod: 382, Ext: 380 |
| pcl.difficulty_concentrating_prepan | 303 | 0.87 | FALSE | 5 | Qui: 589, Ext: 567, Mod: 356, A l: 348 |
| phq.little_interest_or_pleasure_in_doing_things_prepan | 2194 | 0.05 | FALSE | 4 | Sev: 33, Not: 29, Nea: 26, Mor: 22 |
| phq.feeling_down_depressed_or_hopeless_prepan | 2194 | 0.05 | FALSE | 4 | Sev: 45, Nea: 27, Not: 20, Mor: 18 |
| phq.staying_asleep_sleeping_trouble_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 32, Not: 30, Sev: 24, Mor: 24 |
| phq.feeling_tired_or_having_little_energy_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 44, Sev: 26, Mor: 21, Not: 19 |
| phq.poor_appetite_or_overeating_prepan | 2194 | 0.05 | FALSE | 4 | Not: 37, Nea: 27, Sev: 24, Mor: 22 |
| phq.feeling_bad_failure_family_prepan | 2194 | 0.05 | FALSE | 4 | Nea: 42, Sev: 29, Not: 21, Mor: 18 |
| phq.trouble_concentrating_reading_newspaper_prepan | 2194 | 0.05 | FALSE | 4 | Not: 36, Sev: 29, Mor: 24, Nea: 21 |
| phq.moving_fidgety_noticed_opposite_prepan | 2194 | 0.05 | FALSE | 4 | Not: 68, Sev: 26, Mor: 10, Nea: 6 |
| phq.dead_hurting_thoughts_prepan | 2194 | 0.05 | FALSE | 4 | Not: 43, Sev: 34, Nea: 18, Mor: 15 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan | 2194 | 0.05 | FALSE | 5 | Not: 64, A l: 27, Mod: 11, A l: 4 |
| ocir.arranged_things_change_upset_prepan | 2194 | 0.05 | FALSE | 5 | A l: 45, Mod: 23, Not: 17, Ext: 14 |
| ocir.repeat_feel_numbers_prepan | 2194 | 0.05 | FALSE | 5 | Not: 81, A l: 13, Mod: 7, A l: 5 |
| ocir.clean_simply_wash_feel_prepan | 2194 | 0.05 | FALSE | 5 | Not: 59, A l: 27, Mod: 12, A l: 10 |
| ocir.mind_upset_unpleasant_thoughts_prepan | 2194 | 0.05 | FALSE | 5 | Not: 26, A l: 26, A l: 22, Mod: 21 |
| ocir.afraid_avoid_throwing_things_prepan | 2194 | 0.05 | FALSE | 5 | A l: 43, Not: 42, Mod: 16, A l: 8 |
| ocir.light_switches_water_taps_prepan | 2194 | 0.05 | FALSE | 5 | Not: 78, A l: 16, Mod: 7, A l: 5 |
| ocir.arranged_things_prepan | 2194 | 0.05 | FALSE | 5 | A l: 43, Not: 22, Mod: 17, A l: 16 |
| ocir.good_feel_bad_numbers_prepan | 2194 | 0.05 | FALSE | 5 | Not: 59, A l: 24, A l: 10, Mod: 9 |
| ocir.hands_longer_wash_prepan | 2194 | 0.05 | FALSE | 5 | Not: 71, A l: 19, A l: 10, Mod: 6 |
| ocir.saved_things_prepan | 2194 | 0.05 | FALSE | 5 | Not: 43, A l: 28, Mod: 19, A l: 17 |
| ocir.frequently_difficulty_rid_nasty_prepan | 2194 | 0.05 | FALSE | 5 | Not: 36, A l: 24, A l: 23, Mod: 17 |
| ocir.i_check_things_more_often_than_necessary_prepan | 2194 | 0.05 | FALSE | 5 | A l: 34, Mod: 25, Not: 24, A l: 19 |
| ocir.arranged_properly_objects_upset_prepan | 2194 | 0.05 | FALSE | 5 | A l: 45, Mod: 23, Not: 17, Ext: 14 |
| ocir.feel_compelled_count_things_prepan | 2194 | 0.05 | FALSE | 5 | Not: 58, A l: 26, A l: 14, Mod: 6 |
| ocir.strangers_touch_touched_difficult_prepan | 2194 | 0.05 | FALSE | 5 | Not: 59, A l: 28, Mod: 12, A l: 7 |
| ocir.control_difficult_find_thoughts_prepan | 2194 | 0.05 | FALSE | 5 | A l: 34, A l: 24, Mod: 19, Ext: 18 |
| ocir.i_collect_things_i_dont_need_prepan | 2194 | 0.05 | FALSE | 5 | Not: 57, A l: 39, Mod: 8, A l: 5 |
| gad.problems_made_difficult_care | 1791 | 0.22 | FALSE | 4 | Som: 291, Ver: 96, Not: 83, Ext: 43 |
| gad.pandemic_felt_feelings | 1771 | 0.23 | FALSE | 5 | A l: 260, No : 113, Muc: 92, A l: 54 |
| gad.feeling_nervous_anxious_or_on_edge_retro | 1885 | 0.18 | FALSE | 4 | Sev: 207, Mor: 99, Nea: 71, Not: 42 |
| gad.control_worrying_stop_retro | 1885 | 0.18 | FALSE | 4 | Sev: 180, Mor: 95, Not: 86, Nea: 58 |
| gad.worrying_too_much_about_different_things_retro | 1885 | 0.18 | FALSE | 4 | Sev: 184, Mor: 88, Nea: 75, Not: 72 |
| gad.trouble_relaxing_retro | 1885 | 0.18 | FALSE | 4 | Sev: 172, Not: 98, Mor: 76, Nea: 73 |
| gad.sit_restless_hard_retro | 1885 | 0.18 | FALSE | 4 | Not: 208, Sev: 122, Mor: 48, Nea: 41 |
| gad.becoming_easily_annoyed_or_irritable_retro | 1885 | 0.18 | FALSE | 4 | Sev: 210, Not: 105, Mor: 59, Nea: 45 |
| gad.awful_feeling_afraid_happen_retro | 1885 | 0.18 | FALSE | 4 | Not: 170, Sev: 151, Mor: 56, Nea: 42 |
| gad.feeling_nervous_anxious_or_on_edge_base | 1771 | 0.23 | FALSE | 4 | Sev: 192, Nea: 171, Mor: 123, Not: 47 |
| gad.control_worrying_stop_base | 1771 | 0.23 | FALSE | 4 | Nea: 152, Sev: 150, Mor: 137, Not: 94 |
| gad.worrying_too_much_about_different_things_base | 1771 | 0.23 | FALSE | 4 | Nea: 168, Sev: 157, Mor: 128, Not: 80 |
| gad.trouble_relaxing_base | 1772 | 0.23 | FALSE | 4 | Nea: 187, Sev: 149, Mor: 121, Not: 75 |
| gad.sit_restless_hard_base | 1771 | 0.23 | FALSE | 4 | Not: 209, Sev: 142, Nea: 94, Mor: 88 |
| gad.becoming_easily_annoyed_or_irritable_base | 1771 | 0.23 | FALSE | 4 | Sev: 191, Mor: 129, Nea: 119, Not: 94 |
| gad.awful_feeling_afraid_happen_base | 1771 | 0.23 | FALSE | 4 | Not: 161, Sev: 154, Nea: 118, Mor: 100 |
| pcl.stressful_experience_repeated_images_base | 1773 | 0.23 | FALSE | 5 | Not: 148, A l: 143, Qui: 118, Mod: 64 |
| pcl.stressful_experience_upset_reminded_base | 1772 | 0.23 | FALSE | 5 | Qui: 123, A l: 121, Not: 119, Mod: 98 |
| pcl.stressful_situation_avoiding_activities_base | 1772 | 0.23 | FALSE | 5 | Not: 229, A l: 91, Mod: 89, Qui: 75 |
| pcl.cut_people_feeling_distant_base | 1771 | 0.23 | FALSE | 5 | Ext: 153, Qui: 140, A l: 91, Mod: 85 |
| pcl.feeling_irritable_or_having_angry_outbursts_base | 1772 | 0.23 | FALSE | 5 | A l: 145, Mod: 130, Not: 115, Qui: 92 |
| pcl.difficulty_concentrating_base | 1771 | 0.23 | FALSE | 5 | Qui: 146, A l: 117, Mod: 107, Ext: 101 |
| pcl.stressful_experience_repeated_images_retro | 1921 | 0.17 | FALSE | 2 | No: 323, Yes: 60 |
| pcl.stressful_experience_upset_reminded_retro | 1885 | 0.18 | FALSE | 2 | No: 337, Yes: 82 |
| pcl.stressful_situation_avoiding_activities_retro | 1989 | 0.14 | FALSE | 2 | No: 251, Yes: 64 |
| pcl.cut_people_feeling_distant_retro | 1831 | 0.21 | FALSE | 2 | Yes: 325, No: 148 |
| pcl.feeling_irritable_or_having_angry_outbursts_retro | 1883 | 0.18 | FALSE | 2 | No: 230, Yes: 191 |
| pcl.difficulty_concentrating_retro | 1833 | 0.20 | FALSE | 2 | No: 268, Yes: 203 |
| phq.problems_made_difficult_care | 1777 | 0.23 | FALSE | 4 | Som: 299, Ver: 99, Not: 82, Ext: 47 |
| phq.pandemic_felt_feelings | 1771 | 0.23 | FALSE | 5 | A l: 286, Muc: 94, No : 92, A l: 50 |
| phq.little_interest_or_pleasure_in_doing_things_retro | 1864 | 0.19 | FALSE | 4 | Sev: 200, Not: 119, Mor: 83, Nea: 38 |
| phq.feeling_down_depressed_or_hopeless_retro | 1864 | 0.19 | FALSE | 4 | Sev: 216, Mor: 93, Not: 71, Nea: 60 |
| phq.staying_asleep_sleeping_trouble_retro | 1864 | 0.19 | FALSE | 4 | Sev: 165, Not: 129, Mor: 82, Nea: 64 |
| phq.feeling_tired_or_having_little_energy_retro | 1864 | 0.19 | FALSE | 4 | Sev: 197, Mor: 94, Nea: 77, Not: 72 |
| phq.poor_appetite_or_overeating_retro | 1866 | 0.19 | FALSE | 4 | Sev: 140, Not: 124, Mor: 91, Nea: 83 |
| phq.feeling_bad_failure_family_retro | 1864 | 0.19 | FALSE | 4 | Sev: 170, Mor: 101, Nea: 87, Not: 82 |
| phq.trouble_concentrating_reading_newspaper_retro | 1864 | 0.19 | FALSE | 4 | Sev: 178, Not: 124, Mor: 93, Nea: 45 |
| phq.moving_fidgety_noticed_opposite_retro | 1864 | 0.19 | FALSE | 4 | Not: 302, Sev: 98, Mor: 22, Nea: 18 |
| phq.dead_hurting_thoughts_retro | 1864 | 0.19 | FALSE | 4 | Not: 229, Sev: 123, Mor: 53, Nea: 35 |
| phq.little_interest_or_pleasure_in_doing_things_base | 1772 | 0.23 | FALSE | 4 | Sev: 223, Nea: 114, Mor: 110, Not: 85 |
| phq.feeling_down_depressed_or_hopeless_base | 1772 | 0.23 | FALSE | 4 | Sev: 216, Nea: 127, Mor: 118, Not: 71 |
| phq.staying_asleep_sleeping_trouble_base | 1772 | 0.23 | FALSE | 4 | Nea: 181, Sev: 140, Mor: 134, Not: 77 |
| phq.feeling_tired_or_having_little_energy_base | 1772 | 0.23 | FALSE | 4 | Nea: 179, Sev: 166, Mor: 144, Not: 43 |
| phq.poor_appetite_or_overeating_base | 1773 | 0.23 | FALSE | 4 | Nea: 162, Sev: 135, Not: 119, Mor: 115 |
| phq.feeling_bad_failure_family_base | 1772 | 0.23 | FALSE | 4 | Nea: 172, Sev: 153, Mor: 122, Not: 85 |
| phq.trouble_concentrating_reading_newspaper_base | 1772 | 0.23 | FALSE | 4 | Sev: 176, Nea: 143, Mor: 120, Not: 93 |
| phq.moving_fidgety_noticed_opposite_base | 1772 | 0.23 | FALSE | 4 | Not: 320, Sev: 120, Mor: 58, Nea: 34 |
| phq.dead_hurting_thoughts_base | 1772 | 0.23 | FALSE | 4 | Not: 262, Sev: 144, Nea: 67, Mor: 59 |
| alsfrs.limb_weakness_noticed_past | 1773 | 0.23 | FALSE | 2 | No: 426, Yes: 105 |
| alsfrs.normal | 2200 | 0.05 | FALSE | 2 | Nor: 76, Not: 28 |
| alsfrs.slow_or_sloppy_all_words_are_legible | 2200 | 0.05 | FALSE | 2 | Not: 83, Slo: 21 |
| alsfrs.not_all_words_are_legible | 2200 | 0.05 | FALSE | 2 | Not: 99, Not: 5 |
| alsfrs.able_to_grip_pen | 2200 | 0.05 | FALSE | 2 | Not: 102, Abl: 2 |
| alsfrs.unable_to_grip_pen | 2200 | 0.05 | FALSE | 2 | Not: 100, Una: 4 |
| alsfrs.have_you_noticed_any_difficulty_walking | 2200 | 0.05 | FALSE | 4 | Nor: 66, Ear: 29, Nee: 8, No : 1 |
| alsfrs.do_you_have_any_difficulty_climbing_stairs | 2199 | 0.05 | FALSE | 5 | Nor: 55, Mil: 25, Slo: 18, Nee: 5 |
| ess.felt_excessively_sleepy_past | 1775 | 0.23 | FALSE | 2 | Yes: 303, No: 226 |
| ess.sitting_and_reading | 2001 | 0.13 | FALSE | 4 | Sli: 131, Wou: 70, Mod: 70, Hig: 32 |
| ess.watching_tv | 2001 | 0.13 | FALSE | 4 | Sli: 124, Mod: 78, Wou: 62, Hig: 39 |
| ess.sitting_inactive_in_a_public_place | 2002 | 0.13 | FALSE | 4 | Wou: 191, Sli: 75, Mod: 22, Hig: 14 |
| ess.break_passenger_car_hour | 2001 | 0.13 | FALSE | 4 | Sli: 98, Wou: 71, Mod: 70, Hig: 64 |
| ess.afternoon_rest_circumstances_lying | 2001 | 0.13 | FALSE | 4 | Hig: 131, Mod: 79, Sli: 69, Wou: 24 |
| ess.sitting_and_talking_to_someone | 2001 | 0.13 | FALSE | 4 | Wou: 265, Sli: 31, Hig: 4, Mod: 3 |
| ess.sitting_quietly_after_a_lunch_without_alcohol | 2002 | 0.13 | FALSE | 4 | Wou: 147, Sli: 92, Mod: 40, Hig: 23 |
| ess.car_minutes_stopped_traffic | 2001 | 0.13 | FALSE | 4 | Wou: 250, Sli: 31, Hig: 14, Mod: 8 |
| ess.insomnia | 1779 | 0.23 | FALSE | 2 | Not: 459, Ins: 66 |
| ess.narcolepsy | 1779 | 0.23 | FALSE | 1 | Not: 525, Nar: 0 |
| ess.rem_sleep_behaviour_disorder | 1779 | 0.23 | FALSE | 2 | Not: 524, REM: 1 |
| ess.restless_legs_syndrome | 1779 | 0.23 | FALSE | 2 | Not: 502, Res: 23 |
| ess.sleep_apnea | 1779 | 0.23 | FALSE | 2 | Not: 522, Sle: 3 |
| ess.sleep_terrors | 1779 | 0.23 | FALSE | 2 | Not: 506, Sle: 19 |
| ess.sleepwalking | 1779 | 0.23 | FALSE | 2 | Not: 519, Sle: 6 |
| ess.other | 1779 | 0.23 | FALSE | 2 | Not: 517, Oth: 8 |
| ess.none | 1779 | 0.23 | FALSE | 2 | Non: 431, Not: 94 |
| midas.headaches_suffered_past_month | 1773 | 0.23 | FALSE | 2 | No: 274, Yes: 257 |
| midas.days_past_month_miss_work_school | 2304 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_work_school_half_productivity | 2304 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_housework | 2304 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_housework_half_productivity | 2304 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_social_activities | 2304 | 0.00 | FALSE | 0 | Did: 0 |
| nmss.ability_taste_food_smell | 1773 | 0.23 | FALSE | 2 | No: 494, Yes: 37 |
| nmss.severe_taste_smell_loss | 2267 | 0.02 | FALSE | 6 | Mil: 14, Min: 10, No : 5, Sev: 4 |
| nmsw.drink_problems_choking_difficulty | 1773 | 0.23 | FALSE | 2 | No: 486, Yes: 45 |
| nmsw.regularly_night_pass_urine | 1773 | 0.23 | FALSE | 2 | No: 348, Yes: 183 |
| nmsw.sex_difficult_finding | 1778 | 0.23 | FALSE | 2 | No: 485, Yes: 41 |
| nmsw.weak_standing_feeling_light | 1773 | 0.23 | FALSE | 2 | Yes: 301, No: 230 |
| nmsw.acting_moving_sleep_talking | 1774 | 0.23 | FALSE | 2 | No: 445, Yes: 85 |
| nmsw.double_vision | 1773 | 0.23 | FALSE | 2 | No: 483, Yes: 48 |
| tinnitus.ears_noises_minutes_head | 1773 | 0.23 | FALSE | 2 | No: 429, Yes: 102 |
| tinnitus.ears_noises_minutes_head_frequency | 2202 | 0.04 | FALSE | 5 | Som: 55, Now: 19, Now: 18, Not: 9 |
| tinnitus.noises_worry_worst_upset | 2202 | 0.04 | FALSE | 4 | Sli: 53, Mod: 30, Not: 13, Sev: 6 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| ID | 0 | 1.00 | 2824.08 | 1656.12 | 206 | 1398.25 | 2590.5 | 4141.75 | 6159 | ▇▇▆▅▅ |
| Age_uncleaned | 34 | 0.99 | 27.10 | 10.79 | 0 | 20.00 | 24.0 | 31.00 | 73 | ▁▇▂▁▁ |
| EduYrs | 209 | 0.91 | 16.16 | 3.22 | 0 | 14.00 | 16.0 | 18.00 | 40 | ▁▇▆▁▁ |
| Gender_numeric | 118 | 0.95 | 1.00 | 0.24 | 0 | 1.00 | 1.0 | 1.00 | 3 | ▁▇▁▁▁ |
| Sex_numeric | 99 | 0.96 | 0.98 | 0.14 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▁▁▁▁▇ |
| demographics.college_or_university_degree_numeric | 115 | 0.95 | 0.48 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▇ |
| demographics.a_levelsas_levels_or_equivalent_numeric | 115 | 0.95 | 0.73 | 0.45 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| demographics.o_levelsgcses_or_equivalent_numeric | 115 | 0.95 | 0.79 | 0.41 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| demographics.cses_or_equivalent_numeric | 115 | 0.95 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| demographics.nvq_or_hnd_or_hnc_or_equivalent_numeric | 115 | 0.95 | 0.12 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| Ethnicity_numeric | 117 | 0.95 | 1.13 | 0.62 | 1 | 1.00 | 1.0 | 1.00 | 6 | ▇▁▁▁▁ |
| Age | 38 | 0.98 | 27.13 | 10.77 | 16 | 20.00 | 24.0 | 31.00 | 73 | ▇▂▁▁▁ |
| age_category_numeric | 38 | 0.98 | 2.55 | 1.24 | 1 | 2.00 | 2.0 | 3.00 | 8 | ▇▃▂▁▁ |
| highest_education_prepan_numeric | 167 | 0.93 | 3.19 | 1.02 | 1 | 3.00 | 3.0 | 4.00 | 4 | ▂▁▁▆▇ |
| employment.phd_numeric | 1771 | 0.23 | 0.02 | 0.15 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.masters_degree_or_equivalent_numeric | 1771 | 0.23 | 0.13 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.postgraduate_degree_or_equivalent_numeric | 1771 | 0.23 | 0.11 | 0.31 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.bachelors_degree_or_equivalent_numeric | 1771 | 0.23 | 0.44 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| employment.a_levelsas_levels_or_equivalent_numeric | 1771 | 0.23 | 0.69 | 0.46 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| employment.o_levelsgcses_or_equivalent_numeric | 1771 | 0.23 | 0.78 | 0.41 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| employment.cses_or_equivalent_numeric | 1771 | 0.23 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.nvq_or_hnd_or_hnc_or_equivalent_numeric | 1771 | 0.23 | 0.14 | 0.35 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.government_work_key_workers_numeric | 1984 | 0.14 | 2.07 | 3.20 | 0 | 0.00 | 1.0 | 2.00 | 11 | ▇▁▁▁▁ |
| employment.unemployed_numeric | 1771 | 0.23 | 0.11 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.zerohours_contract_numeric | 1771 | 0.23 | 0.03 | 0.17 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.stayathome_parent_or_carer_numeric | 1771 | 0.23 | 0.03 | 0.16 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.retired_numeric | 1771 | 0.23 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.student_gcse_or_a_level_numeric | 1771 | 0.23 | 0.15 | 0.36 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.student_university_numeric | 1771 | 0.23 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.became_unemployed_numeric | 1906 | 0.17 | 0.07 | 0.25 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_government_funded_numeric | 1906 | 0.17 | 0.13 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_company_funded_numeric | 1906 | 0.17 | 0.03 | 0.16 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.paid_leave_furloughed_numeric | 1906 | 0.17 | 0.04 | 0.20 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| highest_education_numeric | 1782 | 0.23 | 3.19 | 1.03 | 1 | 3.00 | 4.0 | 4.00 | 4 | ▂▁▁▅▇ |
| key_worker_numeric | 1771 | 0.23 | 0.35 | 0.48 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▅ |
| ocir.felt_pandemic_feelings_numeric | 2162 | 0.06 | 2.37 | 0.67 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▇▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro_numeric | 2162 | 0.06 | 0.68 | 1.06 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_change_upset_retro_numeric | 2162 | 0.06 | 1.83 | 1.45 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▇▅▅▆ |
| ocir.repeat_feel_numbers_retro_numeric | 2162 | 0.06 | 0.75 | 1.20 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.clean_simply_wash_feel_retro_numeric | 2162 | 0.06 | 1.15 | 1.32 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▃▂▂▂ |
| ocir.mind_upset_unpleasant_thoughts_retro_numeric | 2162 | 0.06 | 2.22 | 1.39 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▅▆▆▇▇ |
| ocir.afraid_avoid_throwing_things_retro_numeric | 2162 | 0.06 | 0.99 | 1.13 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▂▂▁ |
| ocir.light_switches_water_taps_retro_numeric | 2162 | 0.06 | 0.50 | 0.99 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▁▁▁▁ |
| ocir.arranged_things_retro_numeric | 2162 | 0.06 | 1.50 | 1.35 | 0 | 0.00 | 1.0 | 2.75 | 4 | ▇▇▅▃▃ |
| ocir.good_feel_bad_numbers_retro_numeric | 2162 | 0.06 | 1.08 | 1.44 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▂▂▂ |
| ocir.hands_longer_wash_retro_numeric | 2162 | 0.06 | 0.89 | 1.36 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▁▁▁▁ |
| ocir.saved_things_retro_numeric | 2162 | 0.06 | 0.73 | 1.10 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.frequently_difficulty_rid_nasty_retro_numeric | 2162 | 0.06 | 2.08 | 1.45 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▅▆▇▇ |
| ocir.i_check_things_more_often_than_necessary_retro_numeric | 2162 | 0.06 | 1.49 | 1.26 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▆▃▂ |
| ocir.arranged_properly_objects_upset_retro_numeric | 2162 | 0.06 | 1.57 | 1.39 | 0 | 0.00 | 1.0 | 3.00 | 4 | ▇▆▆▃▃ |
| ocir.feel_compelled_count_things_retro_numeric | 2162 | 0.06 | 0.99 | 1.28 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▃▂▁▁ |
| ocir.strangers_touch_touched_difficult_retro_numeric | 2162 | 0.06 | 1.40 | 1.45 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▃▂▃ |
| ocir.control_difficult_find_thoughts_retro_numeric | 2162 | 0.06 | 2.53 | 1.29 | 0 | 1.00 | 3.0 | 4.00 | 4 | ▂▅▅▅▇ |
| ocir.i_collect_things_i_dont_need_retro_numeric | 2162 | 0.06 | 0.69 | 1.03 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base_numeric | 2221 | 0.04 | 0.48 | 0.90 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_change_upset_base_numeric | 2221 | 0.04 | 1.33 | 1.28 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▅▂▂ |
| ocir.repeat_feel_numbers_base_numeric | 2221 | 0.04 | 0.52 | 0.97 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.clean_simply_wash_feel_base_numeric | 2221 | 0.04 | 0.71 | 1.05 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_base_numeric | 2221 | 0.04 | 1.86 | 1.29 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▅▇▇▅▃ |
| ocir.afraid_avoid_throwing_things_base_numeric | 2221 | 0.04 | 0.73 | 0.93 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▅▂▁▁ |
| ocir.light_switches_water_taps_base_numeric | 2221 | 0.04 | 0.45 | 0.93 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_base_numeric | 2221 | 0.04 | 1.20 | 1.22 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_base_numeric | 2221 | 0.04 | 0.77 | 1.23 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_base_numeric | 2221 | 0.04 | 0.67 | 1.03 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.saved_things_base_numeric | 2221 | 0.04 | 0.47 | 0.85 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▂▁▁▁ |
| ocir.frequently_difficulty_rid_nasty_base_numeric | 2221 | 0.04 | 1.78 | 1.33 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▆▆▇▅▃ |
| ocir.i_check_things_more_often_than_necessary_base_numeric | 2221 | 0.04 | 0.89 | 1.02 | 0 | 0.00 | 1.0 | 1.00 | 4 | ▇▆▂▁▁ |
| ocir.arranged_properly_objects_upset_base_numeric | 2221 | 0.04 | 1.17 | 1.21 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.feel_compelled_count_things_base_numeric | 2221 | 0.04 | 0.83 | 1.23 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.strangers_touch_touched_difficult_base_numeric | 2221 | 0.04 | 0.96 | 1.26 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▂▂▁ |
| ocir.control_difficult_find_thoughts_base_numeric | 2221 | 0.04 | 2.12 | 1.22 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▃▆▇▆▅ |
| ocir.i_collect_things_i_dont_need_base_numeric | 2221 | 0.04 | 0.69 | 0.94 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.sum_score_retro_raw | 1945 | 0.16 | 9.12 | 14.42 | 0 | 0.00 | 0.0 | 16.00 | 67 | ▇▁▁▁▁ |
| ocir.sum_score_base_raw | 1945 | 0.16 | 4.08 | 9.61 | 0 | 0.00 | 0.0 | 0.00 | 59 | ▇▁▁▁▁ |
| na_per_person_ocir_retro | 1945 | 0.16 | 10.88 | 8.81 | 0 | 0.00 | 18.0 | 18.00 | 18 | ▅▁▁▁▇ |
| na_per_person_ocir_base | 1945 | 0.16 | 13.84 | 7.60 | 0 | 18.00 | 18.0 | 18.00 | 18 | ▂▁▁▁▇ |
| ocir.sum_score_base | 2221 | 0.04 | 17.64 | 12.69 | 0 | 8.50 | 15.0 | 23.00 | 59 | ▇▇▃▁▁ |
| ocir.sum_score_retro | 2162 | 0.06 | 23.06 | 14.30 | 2 | 12.00 | 21.0 | 31.00 | 67 | ▇▇▅▂▁ |
| anxiety_disorders_numeric | 137 | 0.94 | 0.62 | 0.49 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▅▁▁▁▇ |
| mhd.specific_phobia_e.g._phobia_of_flying_numeric | 137 | 0.94 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.social_anxiety_or_social_phobia_numeric | 137 | 0.94 | 0.17 | 0.37 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| agoraphobia_panic_disorder_numeric | 137 | 0.94 | 0.27 | 0.44 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▃ |
| depressive_disorders_numeric | 137 | 0.94 | 0.66 | 0.47 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▅▁▁▁▇ |
| eating_disorders_numeric | 178 | 0.92 | 0.81 | 0.39 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| obsessive_compulsive_disorders_numeric | 137 | 0.94 | 0.28 | 0.45 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▃ |
| psychotic_disorders_numeric | 159 | 0.93 | 0.02 | 0.15 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.mania_hypomania_bipolar_or_manicdepression_numeric | 137 | 0.94 | 0.04 | 0.19 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.posttraumatic_stress_disorder_ptsd_numeric | 137 | 0.94 | 0.12 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| autism_spectrum_disorder_numeric | 159 | 0.93 | 0.05 | 0.21 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.attention_deficit_hyperactivity_disorder_numeric | 159 | 0.93 | 0.03 | 0.17 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.personality_disorder_numeric | 159 | 0.93 | 0.11 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| depression_and_anxiety_numeric | 137 | 0.94 | 1.12 | 0.89 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▂▂ |
| restricting_vs_binge_eating_eating_disorders_numeric | 178 | 0.92 | 0.96 | 0.58 | 0 | 1.00 | 1.0 | 1.00 | 2 | ▂▁▇▁▂ |
| bipolar_and_schizophrenia_numeric | 164 | 0.93 | 0.13 | 0.58 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| control_numeric | 138 | 0.94 | 0.04 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| disorders_total_count | 207 | 0.91 | 2.73 | 1.58 | 0 | 2.00 | 3.0 | 4.00 | 9 | ▅▇▅▁▁ |
| comorbidity_total_count_numeric | 351 | 0.85 | 1.93 | 1.45 | 0 | 1.00 | 2.0 | 3.00 | 8 | ▇▇▂▁▁ |
| comorbidity_total_count_factor_numeric | 351 | 0.85 | 1.72 | 1.11 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▅▁▇▇ |
| personality_cluster_a_numeric | 2304 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| personality_cluster_b_numeric | 2304 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| personality_cluster_c_numeric | 2304 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| gad.feeling_nervous_anxious_or_on_edge_prepan_numeric | 2194 | 0.05 | 1.70 | 1.08 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▅▇ |
| gad.control_worrying_stop_prepan_numeric | 2194 | 0.05 | 1.55 | 1.17 | 0 | 1.00 | 1.0 | 3.00 | 3 | ▆▇▁▅▇ |
| gad.worrying_too_much_about_different_things_prepan_numeric | 2194 | 0.05 | 1.67 | 1.10 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▇▁▅▇ |
| gad.trouble_relaxing_prepan_numeric | 2194 | 0.05 | 1.76 | 1.09 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▅▇ |
| gad.sit_restless_hard_prepan_numeric | 2194 | 0.05 | 0.99 | 1.08 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▅▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_prepan_numeric | 2194 | 0.05 | 1.22 | 0.92 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▂ |
| gad.awful_feeling_afraid_happen_prepan_numeric | 2194 | 0.05 | 1.15 | 1.10 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▅▃ |
| gad.sum_score_prepan_raw | 2192 | 0.05 | 9.87 | 6.19 | 0 | 4.75 | 10.0 | 15.00 | 21 | ▇▆▅▇▆ |
| na_per_person_gad_prepan | 2192 | 0.05 | 0.12 | 0.93 | 0 | 0.00 | 0.0 | 0.00 | 7 | ▇▁▁▁▁ |
| gad.sum_score_prepan | 2194 | 0.05 | 10.05 | 6.10 | 0 | 5.00 | 10.0 | 15.00 | 21 | ▇▆▆▇▆ |
| pcl.stressful_experience_repeated_images_prepan_numeric | 297 | 0.87 | 2.80 | 1.40 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▇▇▅▇▅ |
| pcl.stressful_experience_upset_reminded_prepan_numeric | 299 | 0.87 | 3.20 | 1.35 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▅▆▆▇▆ |
| pcl.stressful_situation_avoiding_activities_prepan_numeric | 302 | 0.87 | 2.75 | 1.42 | 1 | 1.00 | 3.0 | 4.00 | 5 | ▇▇▅▆▅ |
| pcl.cut_people_feeling_distant_prepan_numeric | 297 | 0.87 | 3.58 | 1.32 | 1 | 3.00 | 4.0 | 5.00 | 5 | ▂▃▃▆▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan_numeric | 297 | 0.87 | 3.16 | 1.33 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▅▆▆▇▆ |
| pcl.difficulty_concentrating_prepan_numeric | 303 | 0.87 | 3.55 | 1.26 | 1 | 3.00 | 4.0 | 5.00 | 5 | ▂▅▅▇▇ |
| pcl.sum_score_prepan_raw | 0 | 1.00 | 16.57 | 8.59 | 0 | 12.00 | 18.0 | 23.00 | 30 | ▅▃▇▇▆ |
| na_per_person_pcl_prepan | 0 | 1.00 | 0.78 | 2.00 | 0 | 0.00 | 0.0 | 0.00 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_prepan | 317 | 0.86 | 19.03 | 6.23 | 6 | 14.00 | 19.0 | 24.00 | 30 | ▃▆▇▇▅ |
| phq.little_interest_or_pleasure_in_doing_things_prepan_numeric | 2194 | 0.05 | 1.41 | 1.12 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▅▆ |
| phq.feeling_down_depressed_or_hopeless_prepan_numeric | 2194 | 0.05 | 1.47 | 1.06 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▅ |
| phq.staying_asleep_sleeping_trouble_prepan_numeric | 2194 | 0.05 | 1.53 | 1.18 | 0 | 0.00 | 2.0 | 3.00 | 3 | ▇▆▁▆▇ |
| phq.feeling_tired_or_having_little_energy_prepan_numeric | 2194 | 0.05 | 1.82 | 1.14 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▅▁▃▇ |
| phq.poor_appetite_or_overeating_prepan_numeric | 2194 | 0.05 | 1.35 | 1.19 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▅▁▅▆ |
| phq.feeling_bad_failure_family_prepan_numeric | 2194 | 0.05 | 1.74 | 1.16 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▆▁▃▇ |
| phq.trouble_concentrating_reading_newspaper_prepan_numeric | 2194 | 0.05 | 1.27 | 1.12 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▅▅ |
| phq.moving_fidgety_noticed_opposite_prepan_numeric | 2194 | 0.05 | 0.58 | 0.87 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▁▁ |
| phq.dead_hurting_thoughts_prepan_numeric | 2194 | 0.05 | 1.07 | 1.09 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▃▃ |
| phq.sum_score_prepan_raw | 2192 | 0.05 | 12.03 | 7.51 | 0 | 6.00 | 12.0 | 18.00 | 27 | ▇▅▇▇▂ |
| na_per_person_phq_prepan | 2192 | 0.05 | 0.16 | 1.20 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_prepan | 2192 | 0.05 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| phq.sum_score_prepan | 2194 | 0.05 | 12.25 | 7.40 | 0 | 6.00 | 12.0 | 18.00 | 27 | ▇▅▇▇▂ |
| phq.sum_score_8items_prepan | 2192 | 0.05 | 12.03 | 7.51 | 0 | 6.00 | 12.0 | 18.00 | 27 | ▇▅▇▇▂ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan_numeric | 2194 | 0.05 | 0.70 | 1.04 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.arranged_things_change_upset_prepan_numeric | 2194 | 0.05 | 1.64 | 1.23 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▃▇▅▂▂ |
| ocir.repeat_feel_numbers_prepan_numeric | 2194 | 0.05 | 0.53 | 1.05 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_prepan_numeric | 2194 | 0.05 | 0.81 | 1.07 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▂▁ |
| ocir.mind_upset_unpleasant_thoughts_prepan_numeric | 2194 | 0.05 | 1.76 | 1.37 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▇▆▇▅ |
| ocir.afraid_avoid_throwing_things_prepan_numeric | 2194 | 0.05 | 0.94 | 0.95 | 0 | 0.00 | 1.0 | 1.00 | 4 | ▇▇▃▂▁ |
| ocir.light_switches_water_taps_prepan_numeric | 2194 | 0.05 | 0.55 | 1.05 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_prepan_numeric | 2194 | 0.05 | 1.57 | 1.27 | 0 | 1.00 | 1.0 | 2.75 | 4 | ▅▇▃▃▂ |
| ocir.good_feel_bad_numbers_prepan_numeric | 2194 | 0.05 | 0.95 | 1.28 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▂▁ |
| ocir.hands_longer_wash_prepan_numeric | 2194 | 0.05 | 0.70 | 1.15 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_prepan_numeric | 2194 | 0.05 | 1.17 | 1.19 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▃▃▁ |
| ocir.frequently_difficulty_rid_nasty_prepan_numeric | 2194 | 0.05 | 1.52 | 1.37 | 0 | 0.00 | 1.0 | 3.00 | 4 | ▇▅▃▅▂ |
| ocir.i_check_things_more_often_than_necessary_prepan_numeric | 2194 | 0.05 | 1.57 | 1.22 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▆▇▆▅▂ |
| ocir.arranged_properly_objects_upset_prepan_numeric | 2194 | 0.05 | 1.64 | 1.23 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▃▇▅▂▂ |
| ocir.feel_compelled_count_things_prepan_numeric | 2194 | 0.05 | 0.95 | 1.26 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▂▁ |
| ocir.strangers_touch_touched_difficult_prepan_numeric | 2194 | 0.05 | 0.81 | 1.10 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.control_difficult_find_thoughts_prepan_numeric | 2194 | 0.05 | 2.15 | 1.31 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▃▆▅▇▅ |
| ocir.i_collect_things_i_dont_need_prepan_numeric | 2194 | 0.05 | 0.67 | 0.87 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▆▁▁▁ |
| ocir.sum_score_prepan_raw | 2192 | 0.05 | 20.25 | 13.74 | 0 | 10.00 | 18.0 | 28.00 | 65 | ▇▇▅▁▁ |
| na_per_person_ocir_prepan | 2192 | 0.05 | 0.32 | 2.39 | 0 | 0.00 | 0.0 | 0.00 | 18 | ▇▁▁▁▁ |
| ocir.sum_score_prepan | 2194 | 0.05 | 20.62 | 13.59 | 0 | 10.00 | 18.0 | 28.00 | 65 | ▇▇▅▁▁ |
| gad.problems_made_difficult_care_numeric | 1791 | 0.22 | 2.19 | 0.81 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▂▁ |
| gad.pandemic_felt_feelings_numeric | 1771 | 0.23 | 2.32 | 0.96 | 1 | 2.00 | 2.0 | 3.00 | 5 | ▃▇▃▂▁ |
| gad.feeling_nervous_anxious_or_on_edge_retro_numeric | 1885 | 0.18 | 1.47 | 0.89 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▃▃ |
| gad.control_worrying_stop_retro_numeric | 1885 | 0.18 | 1.30 | 0.95 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▂ |
| gad.worrying_too_much_about_different_things_retro_numeric | 1885 | 0.18 | 1.40 | 0.97 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▃ |
| gad.trouble_relaxing_retro_numeric | 1885 | 0.18 | 1.30 | 1.01 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▅▇▁▃▃ |
| gad.sit_restless_hard_retro_numeric | 1885 | 0.18 | 0.81 | 0.98 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_retro_numeric | 1885 | 0.18 | 1.11 | 0.90 | 0 | 0.50 | 1.0 | 1.00 | 3 | ▃▇▁▂▂ |
| gad.awful_feeling_afraid_happen_retro_numeric | 1885 | 0.18 | 0.93 | 0.97 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▇▁▂▂ |
| gad.feeling_nervous_anxious_or_on_edge_base_numeric | 1771 | 0.23 | 1.78 | 0.99 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▇▁▅▇ |
| gad.control_worrying_stop_base_numeric | 1771 | 0.23 | 1.65 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▇▁▇▇ |
| gad.worrying_too_much_about_different_things_base_numeric | 1771 | 0.23 | 1.72 | 1.06 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▆▇ |
| gad.trouble_relaxing_base_numeric | 1772 | 0.23 | 1.79 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▆▁▅▇ |
| gad.sit_restless_hard_base_numeric | 1771 | 0.23 | 1.13 | 1.12 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▃▃ |
| gad.becoming_easily_annoyed_or_irritable_base_numeric | 1771 | 0.23 | 1.51 | 1.03 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▆▅ |
| gad.awful_feeling_afraid_happen_base_numeric | 1771 | 0.23 | 1.33 | 1.13 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▅▆ |
| gad.sum_score_retro_raw | 1771 | 0.23 | 6.53 | 5.77 | 0 | 1.00 | 6.0 | 11.00 | 21 | ▇▅▃▂▂ |
| gad.sum_score_base_raw | 1771 | 0.23 | 10.91 | 6.03 | 0 | 6.00 | 11.0 | 16.00 | 21 | ▆▇▇▇▇ |
| na_per_person_gad_base | 1771 | 0.23 | 0.00 | 0.04 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| na_per_person_gad_retro | 1771 | 0.23 | 1.50 | 2.87 | 0 | 0.00 | 0.0 | 0.00 | 7 | ▇▁▁▁▂ |
| gad.sum_score_base | 1772 | 0.23 | 10.92 | 6.03 | 0 | 6.00 | 11.0 | 16.00 | 21 | ▆▇▇▇▇ |
| gad.sum_score_retro | 1885 | 0.18 | 8.31 | 5.25 | 0 | 4.00 | 7.0 | 12.00 | 21 | ▇▇▅▃▂ |
| pcl.stressful_experience_repeated_images_base_numeric | 1773 | 0.23 | 2.61 | 1.38 | 1 | 1.00 | 2.0 | 4.00 | 5 | ▇▇▃▆▃ |
| pcl.stressful_experience_upset_reminded_base_numeric | 1772 | 0.23 | 2.82 | 1.36 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▇▇▆▇▅ |
| pcl.stressful_situation_avoiding_activities_base_numeric | 1772 | 0.23 | 2.29 | 1.38 | 1 | 1.00 | 2.0 | 3.00 | 5 | ▇▃▃▂▂ |
| pcl.cut_people_feeling_distant_base_numeric | 1771 | 0.23 | 3.43 | 1.37 | 1 | 2.00 | 4.0 | 5.00 | 5 | ▃▅▅▇▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_base_numeric | 1772 | 0.23 | 2.66 | 1.25 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▆▇▇▅▃ |
| pcl.difficulty_concentrating_base_numeric | 1771 | 0.23 | 3.20 | 1.30 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▃▆▆▇▆ |
| pcl.stressful_experience_repeated_images_retro_numeric | 1921 | 0.17 | 0.16 | 0.36 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_experience_upset_reminded_retro_numeric | 1885 | 0.18 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_situation_avoiding_activities_retro_numeric | 1989 | 0.14 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.cut_people_feeling_distant_retro_numeric | 1831 | 0.21 | 0.69 | 0.46 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric | 1883 | 0.18 | 0.45 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| pcl.difficulty_concentrating_retro_numeric | 1833 | 0.20 | 0.43 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| pcl.sum_score_retro_raw | 1771 | 0.23 | 1.74 | 1.60 | 0 | 0.00 | 2.0 | 3.00 | 6 | ▇▃▂▂▁ |
| pcl.sum_score_base_raw | 1771 | 0.23 | 16.98 | 6.08 | 6 | 12.00 | 17.0 | 21.00 | 30 | ▅▆▇▅▂ |
| na_per_person_pcl_base | 1771 | 0.23 | 0.01 | 0.14 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| na_per_person_pcl_retro | 1771 | 0.23 | 1.34 | 1.66 | 0 | 0.00 | 1.0 | 2.00 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_base | 1774 | 0.23 | 17.01 | 6.09 | 6 | 12.00 | 17.0 | 21.00 | 30 | ▅▆▇▅▂ |
| pcl.sum_score_retro | 2064 | 0.10 | 2.13 | 1.79 | 0 | 0.00 | 2.0 | 3.00 | 6 | ▇▅▃▂▂ |
| phq.problems_made_difficult_care_numeric | 1777 | 0.23 | 2.21 | 0.81 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▂▁ |
| phq.pandemic_felt_feelings_numeric | 1771 | 0.23 | 2.25 | 0.92 | 1 | 2.00 | 2.0 | 3.00 | 5 | ▂▇▂▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_retro_numeric | 1864 | 0.19 | 1.09 | 0.89 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▅▇▁▃▂ |
| phq.feeling_down_depressed_or_hopeless_retro_numeric | 1864 | 0.19 | 1.32 | 0.90 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▃▂ |
| phq.staying_asleep_sleeping_trouble_retro_numeric | 1864 | 0.19 | 1.18 | 1.01 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▆▇▁▃▃ |
| phq.feeling_tired_or_having_little_energy_retro_numeric | 1864 | 0.19 | 1.40 | 0.96 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▃ |
| phq.poor_appetite_or_overeating_retro_numeric | 1866 | 0.19 | 1.30 | 1.08 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▅▅ |
| phq.feeling_bad_failure_family_retro_numeric | 1864 | 0.19 | 1.44 | 1.01 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▅ |
| phq.trouble_concentrating_reading_newspaper_retro_numeric | 1864 | 0.19 | 1.13 | 0.94 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▆▇▁▅▂ |
| phq.moving_fidgety_noticed_opposite_retro_numeric | 1864 | 0.19 | 0.45 | 0.77 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_retro_numeric | 1864 | 0.19 | 0.76 | 0.95 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▅▁▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_base_numeric | 1772 | 0.23 | 1.48 | 1.00 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▅ |
| phq.feeling_down_depressed_or_hopeless_base_numeric | 1772 | 0.23 | 1.57 | 1.00 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▅▅ |
| phq.staying_asleep_sleeping_trouble_base_numeric | 1772 | 0.23 | 1.79 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▆▁▆▇ |
| phq.feeling_tired_or_having_little_energy_base_numeric | 1772 | 0.23 | 1.86 | 0.98 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▇▁▆▇ |
| phq.poor_appetite_or_overeating_base_numeric | 1773 | 0.23 | 1.60 | 1.14 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▆▇▁▆▇ |
| phq.feeling_bad_failure_family_base_numeric | 1772 | 0.23 | 1.72 | 1.08 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▆▇ |
| phq.trouble_concentrating_reading_newspaper_base_numeric | 1772 | 0.23 | 1.59 | 1.06 | 0 | 1.00 | 1.0 | 3.00 | 3 | ▅▇▁▆▆ |
| phq.moving_fidgety_noticed_opposite_base_numeric | 1772 | 0.23 | 0.64 | 0.91 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▂▁ |
| phq.dead_hurting_thoughts_base_numeric | 1772 | 0.23 | 0.87 | 1.05 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▂ |
| phq.sum_score_retro_raw | 1771 | 0.23 | 8.32 | 6.82 | 0 | 2.00 | 7.0 | 13.00 | 27 | ▇▅▅▂▁ |
| phq.sum_score_base_raw | 1771 | 0.23 | 13.08 | 6.76 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| na_per_person_phq_retro | 1771 | 0.23 | 1.57 | 3.42 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▂ |
| phq.missing_only_suicide_item_retro | 1771 | 0.23 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| na_per_person_phq_base | 1771 | 0.23 | 0.02 | 0.39 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_base | 1771 | 0.23 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| phq.sum_score_base | 1773 | 0.23 | 13.11 | 6.75 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| phq.sum_score_8items_base | 1771 | 0.23 | 13.08 | 6.76 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| phq.sum_score_retro | 1866 | 0.19 | 10.10 | 6.21 | 0 | 5.00 | 9.0 | 14.00 | 27 | ▇▇▇▃▂ |
| phq.sum_score_8items_retro | 1771 | 0.23 | 8.32 | 6.82 | 0 | 2.00 | 7.0 | 13.00 | 27 | ▇▅▅▂▁ |
| alsfrs.limb_weakness_noticed_past_numeric | 1773 | 0.23 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| alsfrs.normal_numeric | 2200 | 0.05 | 0.73 | 0.45 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| alsfrs.slow_or_sloppy_all_words_are_legible_numeric | 2200 | 0.05 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| alsfrs.not_all_words_are_legible_numeric | 2200 | 0.05 | 0.05 | 0.21 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.able_to_grip_pen_numeric | 2200 | 0.05 | 0.02 | 0.14 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.unable_to_grip_pen_numeric | 2200 | 0.05 | 0.04 | 0.19 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.have_you_noticed_any_difficulty_walking_numeric | 2200 | 0.05 | 0.47 | 0.72 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▁▁ |
| alsfrs.do_you_have_any_difficulty_climbing_stairs_numeric | 2199 | 0.05 | 0.87 | 1.06 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▃▁▁ |
| ess.felt_excessively_sleepy_past_numeric | 1775 | 0.23 | 0.57 | 0.50 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▆▁▁▁▇ |
| ess.sitting_and_reading_numeric | 2001 | 0.13 | 1.21 | 0.92 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▅▇▁▅▂ |
| ess.watching_tv_numeric | 2001 | 0.13 | 1.31 | 0.94 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▂ |
| ess.sitting_inactive_in_a_public_place_numeric | 2002 | 0.13 | 0.53 | 0.82 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▁▁ |
| ess.break_passenger_car_hour_numeric | 2001 | 0.13 | 1.42 | 1.07 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▆▇▁▆▅ |
| ess.afternoon_rest_circumstances_lying_numeric | 2001 | 0.13 | 2.05 | 0.99 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▅▁▅▇ |
| ess.sitting_and_talking_to_someone_numeric | 2001 | 0.13 | 0.16 | 0.49 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| ess.sitting_quietly_after_a_lunch_without_alcohol_numeric | 2002 | 0.13 | 0.80 | 0.94 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▁ |
| ess.car_minutes_stopped_traffic_numeric | 2001 | 0.13 | 0.29 | 0.73 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| ess.insomnia_numeric | 1779 | 0.23 | 0.13 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.narcolepsy_numeric | 1779 | 0.23 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| ess.rem_sleep_behaviour_disorder_numeric | 1779 | 0.23 | 0.00 | 0.04 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.restless_legs_syndrome_numeric | 1779 | 0.23 | 0.04 | 0.20 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleep_apnea_numeric | 1779 | 0.23 | 0.01 | 0.08 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleep_terrors_numeric | 1779 | 0.23 | 0.04 | 0.19 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleepwalking_numeric | 1779 | 0.23 | 0.01 | 0.11 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.other_numeric | 1779 | 0.23 | 0.02 | 0.12 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.none_numeric | 1779 | 0.23 | 0.82 | 0.38 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| midas.headaches_suffered_past_month_numeric | 1773 | 0.23 | 0.48 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▇ |
| midas.days_past_month_miss_work_school_numeric | 2083 | 0.10 | 1.38 | 3.57 | 0 | 0.00 | 0.0 | 1.00 | 25 | ▇▁▁▁▁ |
| midas.days_past_month_work_school_half_productivity_numeric | 2080 | 0.10 | 4.54 | 6.13 | 0 | 0.00 | 2.0 | 6.00 | 31 | ▇▁▁▁▁ |
| midas.days_past_month_miss_housework_numeric | 2077 | 0.10 | 4.96 | 5.98 | 0 | 0.00 | 3.0 | 6.00 | 31 | ▇▁▁▁▁ |
| midas.days_past_month_housework_half_productivity_numeric | 2072 | 0.10 | 5.58 | 6.52 | 0 | 0.00 | 3.0 | 9.00 | 31 | ▇▂▁▁▁ |
| midas.days_past_month_miss_social_activities_numeric | 2089 | 0.09 | 3.56 | 5.49 | 0 | 0.00 | 1.0 | 5.00 | 31 | ▇▁▁▁▁ |
| nmss.ability_taste_food_smell_numeric | 1773 | 0.23 | 0.07 | 0.25 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmss.severe_taste_smell_loss_numeric | 2267 | 0.02 | 1.84 | 1.26 | 0 | 1.00 | 2.0 | 2.00 | 5 | ▇▇▂▂▁ |
| nmsw.drink_problems_choking_difficulty_numeric | 1773 | 0.23 | 0.08 | 0.28 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmsw.regularly_night_pass_urine_numeric | 1773 | 0.23 | 0.34 | 0.48 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▅ |
| nmsw.sex_difficult_finding_numeric | 1778 | 0.23 | 0.08 | 0.27 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmsw.weak_standing_feeling_light_numeric | 1773 | 0.23 | 0.57 | 0.50 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▆▁▁▁▇ |
| nmsw.acting_moving_sleep_talking_numeric | 1774 | 0.23 | 0.16 | 0.37 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| nmsw.double_vision_numeric | 1773 | 0.23 | 0.09 | 0.29 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| tinnitus.ears_noises_minutes_head_numeric | 1773 | 0.23 | 0.19 | 0.39 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| tinnitus.ears_noises_minutes_head_frequency_numeric | 2202 | 0.04 | 2.43 | 0.92 | 0 | 2.00 | 2.0 | 3.00 | 4 | ▁▁▇▃▂ |
| tinnitus.noises_worry_worst_upset_numeric | 2202 | 0.04 | 1.28 | 0.76 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▅▁ |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| startDate.prepandemic | 0 | 1.00 | 2020-02-26 00:14:17 | 2020-09-29 10:33:37 | 2020-03-06 22:11:27 | 2301 |
| startDate.coping | 1771 | 0.23 | 2020-05-04 17:36:38 | 2020-09-06 16:44:11 | 2020-05-07 17:53:31 | 524 |
Check duplicates again to be saved +++KLP: RAMP: More than one column: Age, Sex, Login ID; if they match on all 3 then we treat them as a duplicate; otherwise we are going to rename the Login ID +++KT: No duplicates identified by ID in GLAD. +++MD: Duplicates have been removed in cleaning script for NBR. No duplicates at this stage.
FALSE
2304 #Exclusion Exclude those without sex, gender, age and incomplete PHQ/GAD items Create a new new object for each exclusion step, e.g., data.no_sex, data.no_gender and data.no_sex.no_age
[1] "N = 99 were excluded because they did not report their sex"[1] 2205 495[1] 2186 495[1] 1919 were excluded because they did not report their sex
[1] 2186 495[1] 2186 495[1] 0dim(dat.no.sex.no.gender)[1]-dim(dat.no.sex.no.gender.no.age)[1] were excluded because they did not report their age
Exclusion of inflammatory bowel disease (IBD) and GLAD BioResource (NBR) cohort ++MD: 3,410 participants from NBR IBD cohort excluded ++KT: 3 duplicated GLAD participants are excluded
##Create tidy data on which the exclusion criteria have been applied Complete sex, gender, age and missingness information applied.
| Name | dat |
| Number of rows | 2186 |
| Number of columns | 495 |
| _______________________ | |
| Column type frequency: | |
| character | 5 |
| factor | 219 |
| logical | 1 |
| numeric | 268 |
| POSIXct | 2 |
| ________________________ | |
| Group variables | None |
Variable type: character
| skim_variable | n_missing | complete_rate | min | max | empty | n_unique | whitespace |
|---|---|---|---|---|---|---|---|
| Sample | 0 | 1.00 | 4 | 4 | 0 | 1 | 0 |
| COPING_ID | 1659 | 0.24 | 9 | 24 | 0 | 527 | 0 |
| personality_cluster_a | 2186 | 0.00 | NA | NA | 0 | 0 | 0 |
| personality_cluster_b | 2186 | 0.00 | NA | NA | 0 | 0 | 0 |
| personality_cluster_c | 2186 | 0.00 | NA | NA | 0 | 0 | 0 |
Variable type: factor
| skim_variable | n_missing | complete_rate | ordered | n_unique | top_counts |
|---|---|---|---|---|---|
| Gender_unc | 0 | 1.00 | FALSE | 4 | Fem: 2088, Mal: 54, Non: 36, Pre: 8 |
| Sex | 0 | 1.00 | FALSE | 2 | Fem: 2145, Mal: 41 |
| demographics.college_or_university_degree | 16 | 0.99 | FALSE | 2 | Not: 1122, Col: 1048 |
| demographics.a_levelsas_levels_or_equivalent | 16 | 0.99 | FALSE | 2 | A l: 1581, Not: 589 |
| demographics.o_levelsgcses_or_equivalent | 16 | 0.99 | FALSE | 2 | O l: 1709, Not: 461 |
| demographics.cses_or_equivalent | 16 | 0.99 | FALSE | 2 | Not: 2101, CSE: 69 |
| demographics.nvq_or_hnd_or_hnc_or_equivalent | 16 | 0.99 | FALSE | 2 | Not: 1913, NVQ: 257 |
| Ethnicity_unc | 18 | 0.99 | FALSE | 6 | Whi: 2032, Mix: 69, Asi: 37, Oth: 23 |
| Gender | 0 | 1.00 | FALSE | 4 | Fem: 2088, Mal: 54, Non: 36, Pre: 8 |
| Ethnicity | 18 | 0.99 | FALSE | 6 | Whi: 2032, Mix: 69, Asi: 37, Oth: 23 |
| age_category | 0 | 1.00 | FALSE | 8 | 19-: 914, 26-: 538, 16-: 363, 36-: 199 |
| highest_education_prepan | 67 | 0.97 | FALSE | 4 | Uni: 1048, A-l: 718, GCS: 287, NVQ: 66 |
| employment.phd | 1659 | 0.24 | FALSE | 2 | Not: 514, PhD: 13 |
| employment.masters_degree_or_equivalent | 1659 | 0.24 | FALSE | 2 | Not: 459, Mas: 68 |
| employment.postgraduate_degree_or_equivalent | 1659 | 0.24 | FALSE | 2 | Not: 471, Pos: 56 |
| employment.bachelors_degree_or_equivalent | 1659 | 0.24 | FALSE | 2 | Not: 292, Bac: 235 |
| employment.a_levelsas_levels_or_equivalent | 1659 | 0.24 | FALSE | 2 | A l: 368, Not: 159 |
| employment.o_levelsgcses_or_equivalent | 1659 | 0.24 | FALSE | 2 | O l: 412, Not: 115 |
| employment.cses_or_equivalent | 1659 | 0.24 | FALSE | 2 | Not: 510, CSE: 17 |
| employment.nvq_or_hnd_or_hnc_or_equivalent | 1659 | 0.24 | FALSE | 2 | Not: 455, NVQ: 72 |
| employment.government_work_key_workers | 1869 | 0.15 | FALSE | 10 | Non: 133, Hea: 74, Edu: 49, Oth: 24 |
| employment.unemployed | 1659 | 0.24 | FALSE | 2 | Not: 468, Une: 59 |
| employment.zerohours_contract | 1659 | 0.24 | FALSE | 2 | Not: 511, Zer: 16 |
| employment.stayathome_parent_or_carer | 1659 | 0.24 | FALSE | 2 | Not: 514, Sta: 13 |
| employment.retired | 1659 | 0.24 | FALSE | 2 | Not: 510, Ret: 17 |
| employment.student_gcse_or_a_level | 1659 | 0.24 | FALSE | 2 | Not: 449, Stu: 78 |
| employment.student_university | 1659 | 0.24 | FALSE | 2 | Not: 424, Stu: 103 |
| employment.became_unemployed | 1793 | 0.18 | FALSE | 2 | Not: 368, Bec: 25 |
| employment.furloughed_or_paid_leave_government_funded | 1793 | 0.18 | FALSE | 2 | Not: 342, Fur: 51 |
| employment.furloughed_or_paid_leave_company_funded | 1793 | 0.18 | FALSE | 2 | Not: 383, Fur: 10 |
| employment.paid_leave_furloughed | 1793 | 0.18 | FALSE | 2 | Not: 376, Fur: 17 |
| highest_education | 1669 | 0.24 | FALSE | 4 | Uni: 264, A-l: 165, GCS: 71, NVQ: 17 |
| key_worker | 1659 | 0.24 | FALSE | 2 | No : 343, Key: 184 |
| ocir.felt_pandemic_feelings | 2045 | 0.06 | FALSE | 4 | A l: 67, No : 59, Muc: 12, A l: 3 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro | 2045 | 0.06 | FALSE | 5 | Not: 87, A l: 29, Mod: 12, A l: 9 |
| ocir.arranged_things_change_upset_retro | 2045 | 0.06 | FALSE | 5 | A l: 36, Not: 32, Ext: 27, A l: 24 |
| ocir.repeat_feel_numbers_retro | 2045 | 0.06 | FALSE | 5 | Not: 91, A l: 18, Mod: 16, A l: 8 |
| ocir.clean_simply_wash_feel_retro | 2045 | 0.06 | FALSE | 5 | Not: 64, A l: 29, Mod: 21, A l: 16 |
| ocir.mind_upset_unpleasant_thoughts_retro | 2045 | 0.06 | FALSE | 5 | Ext: 35, Mod: 29, A l: 29, A l: 27 |
| ocir.afraid_avoid_throwing_things_retro | 2045 | 0.06 | FALSE | 5 | Not: 63, A l: 38, Mod: 20, A l: 17 |
| ocir.light_switches_water_taps_retro | 2045 | 0.06 | FALSE | 5 | Not: 104, A l: 16, Mod: 12, A l: 5 |
| ocir.arranged_things_retro | 2045 | 0.06 | FALSE | 5 | A l: 42, Not: 40, Mod: 23, A l: 19 |
| ocir.good_feel_bad_numbers_retro | 2045 | 0.06 | FALSE | 5 | Not: 78, A l: 18, A l: 16, Ext: 15 |
| ocir.hands_longer_wash_retro | 2045 | 0.06 | FALSE | 5 | Not: 90, A l: 15, Ext: 13, Mod: 12 |
| ocir.saved_things_retro | 2045 | 0.06 | FALSE | 5 | Not: 86, A l: 24, Mod: 17, A l: 10 |
| ocir.frequently_difficulty_rid_nasty_retro | 2045 | 0.06 | FALSE | 5 | A l: 33, Not: 31, Ext: 30, Mod: 26 |
| ocir.i_check_things_more_often_than_necessary_retro | 2045 | 0.06 | FALSE | 5 | A l: 42, Not: 37, Mod: 29, A l: 21 |
| ocir.arranged_properly_objects_upset_retro | 2045 | 0.06 | FALSE | 5 | Not: 41, A l: 34, Mod: 29, Ext: 20 |
| ocir.feel_compelled_count_things_retro | 2045 | 0.06 | FALSE | 5 | Not: 71, A l: 33, Mod: 15, A l: 11 |
| ocir.strangers_touch_touched_difficult_retro | 2045 | 0.06 | FALSE | 5 | Not: 55, A l: 31, Ext: 21, Mod: 20 |
| ocir.control_difficult_find_thoughts_retro | 2045 | 0.06 | FALSE | 5 | Ext: 46, A l: 30, A l: 29, Mod: 28 |
| ocir.i_collect_things_i_dont_need_retro | 2045 | 0.06 | FALSE | 5 | Not: 84, A l: 31, Mod: 15, A l: 7 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base | 2104 | 0.04 | FALSE | 5 | Not: 57, A l: 16, Mod: 5, A l: 2 |
| ocir.arranged_things_change_upset_base | 2104 | 0.04 | FALSE | 5 | A l: 27, Not: 25, Mod: 16, Ext: 9 |
| ocir.repeat_feel_numbers_base | 2104 | 0.04 | FALSE | 5 | Not: 58, A l: 12, Mod: 7, A l: 3 |
| ocir.clean_simply_wash_feel_base | 2104 | 0.04 | FALSE | 5 | Not: 50, A l: 15, Mod: 10, A l: 5 |
| ocir.mind_upset_unpleasant_thoughts_base | 2104 | 0.04 | FALSE | 5 | A l: 24, Mod: 19, A l: 14, Not: 13 |
| ocir.afraid_avoid_throwing_things_base | 2104 | 0.04 | FALSE | 5 | Not: 42, A l: 24, Mod: 12, A l: 3 |
| ocir.light_switches_water_taps_base | 2104 | 0.04 | FALSE | 5 | Not: 60, A l: 14, Mod: 4, Ext: 3 |
| ocir.arranged_things_base | 2104 | 0.04 | FALSE | 5 | A l: 29, Not: 27, Mod: 14, Ext: 7 |
| ocir.good_feel_bad_numbers_base | 2104 | 0.04 | FALSE | 5 | Not: 51, A l: 14, Mod: 7, Ext: 6 |
| ocir.hands_longer_wash_base | 2104 | 0.04 | FALSE | 5 | Not: 50, A l: 18, Mod: 7, A l: 5 |
| ocir.saved_things_base | 2104 | 0.04 | FALSE | 4 | Not: 57, A l: 16, A l: 5, Mod: 4 |
| ocir.frequently_difficulty_rid_nasty_base | 2104 | 0.04 | FALSE | 5 | Mod: 22, Not: 18, A l: 18, A l: 13 |
| ocir.i_check_things_more_often_than_necessary_base | 2104 | 0.04 | FALSE | 5 | Not: 35, A l: 29, Mod: 12, A l: 3 |
| ocir.arranged_properly_objects_upset_base | 2104 | 0.04 | FALSE | 5 | Not: 29, A l: 27, Mod: 14, A l: 6 |
| ocir.feel_compelled_count_things_base | 2104 | 0.04 | FALSE | 5 | Not: 49, A l: 13, Mod: 8, A l: 8 |
| ocir.strangers_touch_touched_difficult_base | 2104 | 0.04 | FALSE | 5 | Not: 45, A l: 14, A l: 10, Mod: 9 |
| ocir.control_difficult_find_thoughts_base | 2104 | 0.04 | FALSE | 5 | Mod: 25, A l: 18, A l: 17, Ext: 13 |
| ocir.i_collect_things_i_dont_need_base | 2104 | 0.04 | FALSE | 5 | Not: 46, A l: 20, Mod: 12, A l: 3 |
| anxiety_disorders | 38 | 0.98 | FALSE | 2 | Anx: 1318, No : 830 |
| mhd.specific_phobia_e.g._phobia_of_flying | 38 | 0.98 | FALSE | 2 | Not: 2075, Spe: 73 |
| mhd.social_anxiety_or_social_phobia | 38 | 0.98 | FALSE | 2 | Not: 1791, Soc: 357 |
| agoraphobia_panic_disorder | 38 | 0.98 | FALSE | 2 | No : 1578, Ago: 570 |
| depressive_disorders | 38 | 0.98 | FALSE | 2 | Dep: 1413, No : 735 |
| eating_disorders | 79 | 0.96 | FALSE | 2 | Eat: 1702, No : 405 |
| obsessive_compulsive_disorders | 38 | 0.98 | FALSE | 2 | No : 1555, Obs: 593 |
| psychotic_disorders | 60 | 0.97 | FALSE | 2 | No : 2076, Psy: 50 |
| mhd.mania_hypomania_bipolar_or_manicdepression | 38 | 0.98 | FALSE | 2 | Not: 2064, Man: 84 |
| mhd.posttraumatic_stress_disorder_ptsd | 38 | 0.98 | FALSE | 2 | Not: 1886, Pos: 262 |
| autism_spectrum_disorder | 60 | 0.97 | FALSE | 2 | No : 2023, Aut: 103 |
| mhd.attention_deficit_hyperactivity_disorder | 60 | 0.97 | FALSE | 2 | Not: 2064, Att: 62 |
| mhd.personality_disorder | 60 | 0.97 | FALSE | 2 | Not: 1886, Per: 240 |
| depression_and_anxiety | 38 | 0.98 | FALSE | 4 | Dep: 1094, No : 511, Onl: 319, Onl: 224 |
| restricting_vs_binge_eating_eating_disorders | 79 | 0.96 | FALSE | 3 | Ano: 1389, No : 405, Eat: 313 |
| bipolar_and_schizophrenia | 65 | 0.97 | FALSE | 4 | No : 2004, Onl: 67, Onl: 33, Psy: 17 |
| control | 39 | 0.98 | FALSE | 2 | No : 2071, Con: 76 |
| comorbidity_total_count_factor | 252 | 0.88 | FALSE | 4 | 3+ : 621, 2 c: 528, 1 c: 412, No : 373 |
| gad.feeling_nervous_anxious_or_on_edge_prepan | 2080 | 0.05 | FALSE | 4 | Sev: 35, Nea: 34, Mor: 21, Not: 16 |
| gad.control_worrying_stop_prepan | 2080 | 0.05 | FALSE | 4 | Nea: 32, Sev: 29, Not: 26, Mor: 19 |
| gad.worrying_too_much_about_different_things_prepan | 2080 | 0.05 | FALSE | 4 | Nea: 33, Sev: 31, Mor: 23, Not: 19 |
| gad.trouble_relaxing_prepan | 2080 | 0.05 | FALSE | 4 | Nea: 37, Sev: 31, Mor: 22, Not: 16 |
| gad.sit_restless_hard_prepan | 2080 | 0.05 | FALSE | 4 | Not: 46, Sev: 31, Mor: 15, Nea: 14 |
| gad.becoming_easily_annoyed_or_irritable_prepan | 2080 | 0.05 | FALSE | 4 | Sev: 49, Not: 24, Mor: 21, Nea: 12 |
| gad.awful_feeling_afraid_happen_prepan | 2080 | 0.05 | FALSE | 4 | Not: 40, Sev: 28, Mor: 22, Nea: 16 |
| pcl.stressful_experience_repeated_images_prepan | 197 | 0.91 | FALSE | 5 | Not: 484, Qui: 482, A l: 450, Mod: 299 |
| pcl.stressful_experience_upset_reminded_prepan | 199 | 0.91 | FALSE | 5 | Qui: 540, Ext: 410, A l: 385, Mod: 365 |
| pcl.stressful_situation_avoiding_activities_prepan | 202 | 0.91 | FALSE | 5 | Not: 518, A l: 446, Qui: 390, Mod: 328 |
| pcl.cut_people_feeling_distant_prepan | 197 | 0.91 | FALSE | 5 | Ext: 648, Qui: 524, Mod: 325, A l: 311 |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan | 197 | 0.91 | FALSE | 5 | Qui: 533, A l: 432, Mod: 379, Ext: 374 |
| pcl.difficulty_concentrating_prepan | 202 | 0.91 | FALSE | 5 | Qui: 586, Ext: 561, Mod: 351, A l: 346 |
| phq.little_interest_or_pleasure_in_doing_things_prepan | 2080 | 0.05 | FALSE | 4 | Sev: 32, Not: 29, Nea: 23, Mor: 22 |
| phq.feeling_down_depressed_or_hopeless_prepan | 2080 | 0.05 | FALSE | 4 | Sev: 44, Nea: 25, Not: 20, Mor: 17 |
| phq.staying_asleep_sleeping_trouble_prepan | 2080 | 0.05 | FALSE | 4 | Not: 30, Nea: 29, Mor: 24, Sev: 23 |
| phq.feeling_tired_or_having_little_energy_prepan | 2080 | 0.05 | FALSE | 4 | Nea: 42, Sev: 25, Mor: 20, Not: 19 |
| phq.poor_appetite_or_overeating_prepan | 2080 | 0.05 | FALSE | 4 | Not: 37, Nea: 26, Mor: 22, Sev: 21 |
| phq.feeling_bad_failure_family_prepan | 2080 | 0.05 | FALSE | 4 | Nea: 39, Sev: 28, Not: 21, Mor: 18 |
| phq.trouble_concentrating_reading_newspaper_prepan | 2080 | 0.05 | FALSE | 4 | Not: 36, Sev: 28, Mor: 21, Nea: 21 |
| phq.moving_fidgety_noticed_opposite_prepan | 2080 | 0.05 | FALSE | 4 | Not: 66, Sev: 24, Mor: 10, Nea: 6 |
| phq.dead_hurting_thoughts_prepan | 2080 | 0.05 | FALSE | 4 | Not: 43, Sev: 32, Nea: 18, Mor: 13 |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan | 2080 | 0.05 | FALSE | 5 | Not: 61, A l: 26, Mod: 11, A l: 4 |
| ocir.arranged_things_change_upset_prepan | 2080 | 0.05 | FALSE | 5 | A l: 43, Mod: 21, Not: 17, Ext: 14 |
| ocir.repeat_feel_numbers_prepan | 2080 | 0.05 | FALSE | 5 | Not: 79, A l: 12, Mod: 6, A l: 5 |
| ocir.clean_simply_wash_feel_prepan | 2080 | 0.05 | FALSE | 5 | Not: 58, A l: 26, Mod: 11, A l: 9 |
| ocir.mind_upset_unpleasant_thoughts_prepan | 2080 | 0.05 | FALSE | 5 | Not: 26, A l: 25, Mod: 21, A l: 20 |
| ocir.afraid_avoid_throwing_things_prepan | 2080 | 0.05 | FALSE | 5 | Not: 42, A l: 40, Mod: 15, A l: 8 |
| ocir.light_switches_water_taps_prepan | 2080 | 0.05 | FALSE | 5 | Not: 76, A l: 15, Mod: 7, A l: 4 |
| ocir.arranged_things_prepan | 2080 | 0.05 | FALSE | 5 | A l: 42, Not: 22, Mod: 15, A l: 15 |
| ocir.good_feel_bad_numbers_prepan | 2080 | 0.05 | FALSE | 5 | Not: 58, A l: 22, A l: 10, Mod: 8 |
| ocir.hands_longer_wash_prepan | 2080 | 0.05 | FALSE | 5 | Not: 70, A l: 18, A l: 10, Mod: 6 |
| ocir.saved_things_prepan | 2080 | 0.05 | FALSE | 5 | Not: 42, A l: 27, Mod: 17, A l: 17 |
| ocir.frequently_difficulty_rid_nasty_prepan | 2080 | 0.05 | FALSE | 5 | Not: 36, A l: 23, A l: 21, Mod: 17 |
| ocir.i_check_things_more_often_than_necessary_prepan | 2080 | 0.05 | FALSE | 5 | A l: 33, Mod: 24, Not: 23, A l: 18 |
| ocir.arranged_properly_objects_upset_prepan | 2080 | 0.05 | FALSE | 5 | A l: 43, Mod: 21, Not: 17, Ext: 14 |
| ocir.feel_compelled_count_things_prepan | 2080 | 0.05 | FALSE | 5 | Not: 57, A l: 25, A l: 12, Mod: 6 |
| ocir.strangers_touch_touched_difficult_prepan | 2080 | 0.05 | FALSE | 5 | Not: 58, A l: 27, Mod: 12, A l: 6 |
| ocir.control_difficult_find_thoughts_prepan | 2080 | 0.05 | FALSE | 5 | A l: 33, A l: 24, Mod: 17, Ext: 17 |
| ocir.i_collect_things_i_dont_need_prepan | 2080 | 0.05 | FALSE | 5 | Not: 55, A l: 37, Mod: 8, A l: 5 |
| gad.problems_made_difficult_care | 1679 | 0.23 | FALSE | 4 | Som: 288, Ver: 96, Not: 82, Ext: 41 |
| gad.pandemic_felt_feelings | 1659 | 0.24 | FALSE | 5 | A l: 258, No : 110, Muc: 92, A l: 53 |
| gad.feeling_nervous_anxious_or_on_edge_retro | 1770 | 0.19 | FALSE | 4 | Sev: 206, Mor: 99, Nea: 70, Not: 41 |
| gad.control_worrying_stop_retro | 1770 | 0.19 | FALSE | 4 | Sev: 179, Mor: 95, Not: 85, Nea: 57 |
| gad.worrying_too_much_about_different_things_retro | 1770 | 0.19 | FALSE | 4 | Sev: 183, Mor: 88, Nea: 74, Not: 71 |
| gad.trouble_relaxing_retro | 1770 | 0.19 | FALSE | 4 | Sev: 172, Not: 96, Mor: 76, Nea: 72 |
| gad.sit_restless_hard_retro | 1770 | 0.19 | FALSE | 4 | Not: 206, Sev: 121, Mor: 48, Nea: 41 |
| gad.becoming_easily_annoyed_or_irritable_retro | 1770 | 0.19 | FALSE | 4 | Sev: 210, Not: 104, Mor: 59, Nea: 43 |
| gad.awful_feeling_afraid_happen_retro | 1770 | 0.19 | FALSE | 4 | Not: 169, Sev: 150, Mor: 56, Nea: 41 |
| gad.feeling_nervous_anxious_or_on_edge_base | 1659 | 0.24 | FALSE | 4 | Sev: 190, Nea: 168, Mor: 122, Not: 47 |
| gad.control_worrying_stop_base | 1659 | 0.24 | FALSE | 4 | Nea: 149, Sev: 148, Mor: 136, Not: 94 |
| gad.worrying_too_much_about_different_things_base | 1659 | 0.24 | FALSE | 4 | Nea: 165, Sev: 156, Mor: 128, Not: 78 |
| gad.trouble_relaxing_base | 1660 | 0.24 | FALSE | 4 | Nea: 183, Sev: 148, Mor: 121, Not: 74 |
| gad.sit_restless_hard_base | 1659 | 0.24 | FALSE | 4 | Not: 207, Sev: 140, Nea: 93, Mor: 87 |
| gad.becoming_easily_annoyed_or_irritable_base | 1659 | 0.24 | FALSE | 4 | Sev: 189, Mor: 129, Nea: 117, Not: 92 |
| gad.awful_feeling_afraid_happen_base | 1659 | 0.24 | FALSE | 4 | Not: 159, Sev: 153, Nea: 115, Mor: 100 |
| pcl.stressful_experience_repeated_images_base | 1661 | 0.24 | FALSE | 5 | Not: 147, A l: 139, Qui: 118, Mod: 64 |
| pcl.stressful_experience_upset_reminded_base | 1660 | 0.24 | FALSE | 5 | Qui: 122, A l: 119, Not: 117, Mod: 98 |
| pcl.stressful_situation_avoiding_activities_base | 1660 | 0.24 | FALSE | 5 | Not: 228, A l: 88, Mod: 88, Qui: 74 |
| pcl.cut_people_feeling_distant_base | 1659 | 0.24 | FALSE | 5 | Ext: 151, Qui: 139, A l: 91, Mod: 82 |
| pcl.feeling_irritable_or_having_angry_outbursts_base | 1659 | 0.24 | FALSE | 5 | A l: 144, Mod: 130, Not: 114, Qui: 90 |
| pcl.difficulty_concentrating_base | 1659 | 0.24 | FALSE | 5 | Qui: 145, A l: 115, Mod: 106, Ext: 99 |
| pcl.stressful_experience_repeated_images_retro | 1808 | 0.17 | FALSE | 2 | No: 321, Yes: 57 |
| pcl.stressful_experience_upset_reminded_retro | 1772 | 0.19 | FALSE | 2 | No: 334, Yes: 80 |
| pcl.stressful_situation_avoiding_activities_retro | 1876 | 0.14 | FALSE | 2 | No: 248, Yes: 62 |
| pcl.cut_people_feeling_distant_retro | 1719 | 0.21 | FALSE | 2 | Yes: 322, No: 145 |
| pcl.feeling_irritable_or_having_angry_outbursts_retro | 1769 | 0.19 | FALSE | 2 | No: 228, Yes: 189 |
| pcl.difficulty_concentrating_retro | 1721 | 0.21 | FALSE | 2 | No: 264, Yes: 201 |
| phq.problems_made_difficult_care | 1665 | 0.24 | FALSE | 4 | Som: 295, Ver: 99, Not: 82, Ext: 45 |
| phq.pandemic_felt_feelings | 1659 | 0.24 | FALSE | 5 | A l: 285, Muc: 92, No : 91, A l: 48 |
| phq.little_interest_or_pleasure_in_doing_things_retro | 1751 | 0.20 | FALSE | 4 | Sev: 200, Not: 118, Mor: 81, Nea: 36 |
| phq.feeling_down_depressed_or_hopeless_retro | 1751 | 0.20 | FALSE | 4 | Sev: 216, Mor: 91, Not: 70, Nea: 58 |
| phq.staying_asleep_sleeping_trouble_retro | 1751 | 0.20 | FALSE | 4 | Sev: 162, Not: 129, Mor: 81, Nea: 63 |
| phq.feeling_tired_or_having_little_energy_retro | 1751 | 0.20 | FALSE | 4 | Sev: 194, Mor: 94, Nea: 75, Not: 72 |
| phq.poor_appetite_or_overeating_retro | 1753 | 0.20 | FALSE | 4 | Sev: 138, Not: 122, Mor: 90, Nea: 83 |
| phq.feeling_bad_failure_family_retro | 1751 | 0.20 | FALSE | 4 | Sev: 169, Mor: 100, Nea: 85, Not: 81 |
| phq.trouble_concentrating_reading_newspaper_retro | 1751 | 0.20 | FALSE | 4 | Sev: 176, Not: 123, Mor: 92, Nea: 44 |
| phq.moving_fidgety_noticed_opposite_retro | 1751 | 0.20 | FALSE | 4 | Not: 299, Sev: 97, Mor: 22, Nea: 17 |
| phq.dead_hurting_thoughts_retro | 1751 | 0.20 | FALSE | 4 | Not: 228, Sev: 121, Mor: 52, Nea: 34 |
| phq.little_interest_or_pleasure_in_doing_things_base | 1660 | 0.24 | FALSE | 4 | Sev: 221, Nea: 112, Mor: 108, Not: 85 |
| phq.feeling_down_depressed_or_hopeless_base | 1660 | 0.24 | FALSE | 4 | Sev: 214, Nea: 125, Mor: 116, Not: 71 |
| phq.staying_asleep_sleeping_trouble_base | 1660 | 0.24 | FALSE | 4 | Nea: 178, Sev: 140, Mor: 132, Not: 76 |
| phq.feeling_tired_or_having_little_energy_base | 1660 | 0.24 | FALSE | 4 | Nea: 176, Sev: 166, Mor: 142, Not: 42 |
| phq.poor_appetite_or_overeating_base | 1661 | 0.24 | FALSE | 4 | Nea: 159, Sev: 133, Not: 118, Mor: 115 |
| phq.feeling_bad_failure_family_base | 1660 | 0.24 | FALSE | 4 | Nea: 167, Sev: 152, Mor: 122, Not: 85 |
| phq.trouble_concentrating_reading_newspaper_base | 1660 | 0.24 | FALSE | 4 | Sev: 173, Nea: 141, Mor: 119, Not: 93 |
| phq.moving_fidgety_noticed_opposite_base | 1660 | 0.24 | FALSE | 4 | Not: 317, Sev: 118, Mor: 57, Nea: 34 |
| phq.dead_hurting_thoughts_base | 1660 | 0.24 | FALSE | 4 | Not: 261, Sev: 142, Nea: 66, Mor: 57 |
| alsfrs.limb_weakness_noticed_past | 1661 | 0.24 | FALSE | 2 | No: 422, Yes: 103 |
| alsfrs.normal | 2084 | 0.05 | FALSE | 2 | Nor: 74, Not: 28 |
| alsfrs.slow_or_sloppy_all_words_are_legible | 2084 | 0.05 | FALSE | 2 | Not: 81, Slo: 21 |
| alsfrs.not_all_words_are_legible | 2084 | 0.05 | FALSE | 2 | Not: 97, Not: 5 |
| alsfrs.able_to_grip_pen | 2084 | 0.05 | FALSE | 2 | Not: 100, Abl: 2 |
| alsfrs.unable_to_grip_pen | 2084 | 0.05 | FALSE | 2 | Not: 98, Una: 4 |
| alsfrs.have_you_noticed_any_difficulty_walking | 2084 | 0.05 | FALSE | 4 | Nor: 64, Ear: 29, Nee: 8, No : 1 |
| alsfrs.do_you_have_any_difficulty_climbing_stairs | 2083 | 0.05 | FALSE | 5 | Nor: 54, Mil: 24, Slo: 18, Nee: 5 |
| ess.felt_excessively_sleepy_past | 1662 | 0.24 | FALSE | 2 | Yes: 300, No: 224 |
| ess.sitting_and_reading | 1886 | 0.14 | FALSE | 4 | Sli: 130, Mod: 70, Wou: 69, Hig: 31 |
| ess.watching_tv | 1886 | 0.14 | FALSE | 4 | Sli: 123, Mod: 78, Wou: 60, Hig: 39 |
| ess.sitting_inactive_in_a_public_place | 1887 | 0.14 | FALSE | 4 | Wou: 189, Sli: 74, Mod: 22, Hig: 14 |
| ess.break_passenger_car_hour | 1886 | 0.14 | FALSE | 4 | Sli: 98, Mod: 70, Wou: 69, Hig: 63 |
| ess.afternoon_rest_circumstances_lying | 1886 | 0.14 | FALSE | 4 | Hig: 130, Mod: 79, Sli: 68, Wou: 23 |
| ess.sitting_and_talking_to_someone | 1886 | 0.14 | FALSE | 4 | Wou: 262, Sli: 31, Hig: 4, Mod: 3 |
| ess.sitting_quietly_after_a_lunch_without_alcohol | 1887 | 0.14 | FALSE | 4 | Wou: 146, Sli: 91, Mod: 40, Hig: 22 |
| ess.car_minutes_stopped_traffic | 1886 | 0.14 | FALSE | 4 | Wou: 248, Sli: 30, Hig: 14, Mod: 8 |
| ess.insomnia | 1666 | 0.24 | FALSE | 2 | Not: 454, Ins: 66 |
| ess.narcolepsy | 1666 | 0.24 | FALSE | 1 | Not: 520, Nar: 0 |
| ess.rem_sleep_behaviour_disorder | 1666 | 0.24 | FALSE | 2 | Not: 519, REM: 1 |
| ess.restless_legs_syndrome | 1666 | 0.24 | FALSE | 2 | Not: 497, Res: 23 |
| ess.sleep_apnea | 1666 | 0.24 | FALSE | 2 | Not: 517, Sle: 3 |
| ess.sleep_terrors | 1666 | 0.24 | FALSE | 2 | Not: 501, Sle: 19 |
| ess.sleepwalking | 1666 | 0.24 | FALSE | 2 | Not: 514, Sle: 6 |
| ess.other | 1666 | 0.24 | FALSE | 2 | Not: 512, Oth: 8 |
| ess.none | 1666 | 0.24 | FALSE | 2 | Non: 426, Not: 94 |
| midas.headaches_suffered_past_month | 1661 | 0.24 | FALSE | 2 | No: 269, Yes: 256 |
| midas.days_past_month_miss_work_school | 2186 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_work_school_half_productivity | 2186 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_housework | 2186 | 0.00 | FALSE | 0 | Did: 0 |
| midas.days_past_month_housework_half_productivity | 2186 | 0.00 | FALSE | 0 | Was: 0 |
| midas.days_past_month_miss_social_activities | 2186 | 0.00 | FALSE | 0 | Did: 0 |
| nmss.ability_taste_food_smell | 1661 | 0.24 | FALSE | 2 | No: 488, Yes: 37 |
| nmss.severe_taste_smell_loss | 2149 | 0.02 | FALSE | 6 | Mil: 14, Min: 10, No : 5, Sev: 4 |
| nmsw.drink_problems_choking_difficulty | 1661 | 0.24 | FALSE | 2 | No: 482, Yes: 43 |
| nmsw.regularly_night_pass_urine | 1661 | 0.24 | FALSE | 2 | No: 345, Yes: 180 |
| nmsw.sex_difficult_finding | 1665 | 0.24 | FALSE | 2 | No: 480, Yes: 41 |
| nmsw.weak_standing_feeling_light | 1661 | 0.24 | FALSE | 2 | Yes: 298, No: 227 |
| nmsw.acting_moving_sleep_talking | 1662 | 0.24 | FALSE | 2 | No: 441, Yes: 83 |
| nmsw.double_vision | 1661 | 0.24 | FALSE | 2 | No: 478, Yes: 47 |
| tinnitus.ears_noises_minutes_head | 1661 | 0.24 | FALSE | 2 | No: 425, Yes: 100 |
| tinnitus.ears_noises_minutes_head_frequency | 2086 | 0.05 | FALSE | 5 | Som: 53, Now: 19, Now: 18, Not: 9 |
| tinnitus.noises_worry_worst_upset | 2086 | 0.05 | FALSE | 4 | Sli: 52, Mod: 29, Not: 13, Sev: 6 |
Variable type: logical
| skim_variable | n_missing | complete_rate | mean | count |
|---|---|---|---|---|
| ID.dup | 0 | 1 | 0 | FAL: 2186 |
Variable type: numeric
| skim_variable | n_missing | complete_rate | mean | sd | p0 | p25 | p50 | p75 | p100 | hist |
|---|---|---|---|---|---|---|---|---|---|---|
| ID | 0 | 1.00 | 2862.18 | 1655.83 | 206 | 1421.50 | 2653.0 | 4199.25 | 6159 | ▇▇▇▅▅ |
| Age_uncleaned | 0 | 1.00 | 27.11 | 10.74 | 16 | 20.00 | 24.0 | 31.00 | 73 | ▇▂▁▁▁ |
| EduYrs | 110 | 0.95 | 16.17 | 3.22 | 0 | 14.00 | 16.0 | 18.00 | 40 | ▁▇▆▁▁ |
| Gender_numeric | 0 | 1.00 | 1.00 | 0.24 | 0 | 1.00 | 1.0 | 1.00 | 3 | ▁▇▁▁▁ |
| Sex_numeric | 0 | 1.00 | 0.98 | 0.14 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▁▁▁▁▇ |
| demographics.college_or_university_degree_numeric | 16 | 0.99 | 0.48 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▇ |
| demographics.a_levelsas_levels_or_equivalent_numeric | 16 | 0.99 | 0.73 | 0.44 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| demographics.o_levelsgcses_or_equivalent_numeric | 16 | 0.99 | 0.79 | 0.41 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| demographics.cses_or_equivalent_numeric | 16 | 0.99 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| demographics.nvq_or_hnd_or_hnc_or_equivalent_numeric | 16 | 0.99 | 0.12 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| Ethnicity_numeric | 18 | 0.99 | 1.13 | 0.62 | 1 | 1.00 | 1.0 | 1.00 | 6 | ▇▁▁▁▁ |
| Age | 0 | 1.00 | 27.11 | 10.74 | 16 | 20.00 | 24.0 | 31.00 | 73 | ▇▂▁▁▁ |
| age_category_numeric | 0 | 1.00 | 2.54 | 1.24 | 1 | 2.00 | 2.0 | 3.00 | 8 | ▇▃▂▁▁ |
| highest_education_prepan_numeric | 67 | 0.97 | 3.19 | 1.02 | 1 | 3.00 | 3.0 | 4.00 | 4 | ▂▁▁▆▇ |
| employment.phd_numeric | 1659 | 0.24 | 0.02 | 0.16 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.masters_degree_or_equivalent_numeric | 1659 | 0.24 | 0.13 | 0.34 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.postgraduate_degree_or_equivalent_numeric | 1659 | 0.24 | 0.11 | 0.31 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.bachelors_degree_or_equivalent_numeric | 1659 | 0.24 | 0.45 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| employment.a_levelsas_levels_or_equivalent_numeric | 1659 | 0.24 | 0.70 | 0.46 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| employment.o_levelsgcses_or_equivalent_numeric | 1659 | 0.24 | 0.78 | 0.41 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| employment.cses_or_equivalent_numeric | 1659 | 0.24 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.nvq_or_hnd_or_hnc_or_equivalent_numeric | 1659 | 0.24 | 0.14 | 0.34 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.government_work_key_workers_numeric | 1869 | 0.15 | 2.08 | 3.21 | 0 | 0.00 | 1.0 | 2.00 | 11 | ▇▁▁▁▁ |
| employment.unemployed_numeric | 1659 | 0.24 | 0.11 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.zerohours_contract_numeric | 1659 | 0.24 | 0.03 | 0.17 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.stayathome_parent_or_carer_numeric | 1659 | 0.24 | 0.02 | 0.16 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.retired_numeric | 1659 | 0.24 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.student_gcse_or_a_level_numeric | 1659 | 0.24 | 0.15 | 0.36 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.student_university_numeric | 1659 | 0.24 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| employment.became_unemployed_numeric | 1793 | 0.18 | 0.06 | 0.24 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_government_funded_numeric | 1793 | 0.18 | 0.13 | 0.34 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.furloughed_or_paid_leave_company_funded_numeric | 1793 | 0.18 | 0.03 | 0.16 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| employment.paid_leave_furloughed_numeric | 1793 | 0.18 | 0.04 | 0.20 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| highest_education_numeric | 1669 | 0.24 | 3.20 | 1.03 | 1 | 3.00 | 4.0 | 4.00 | 4 | ▂▁▁▅▇ |
| key_worker_numeric | 1659 | 0.24 | 0.35 | 0.48 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▅ |
| ocir.felt_pandemic_feelings_numeric | 2045 | 0.06 | 2.38 | 0.67 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▇▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_retro_numeric | 2045 | 0.06 | 0.68 | 1.06 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_change_upset_retro_numeric | 2045 | 0.06 | 1.84 | 1.45 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▇▅▅▆ |
| ocir.repeat_feel_numbers_retro_numeric | 2045 | 0.06 | 0.75 | 1.20 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.clean_simply_wash_feel_retro_numeric | 2045 | 0.06 | 1.16 | 1.32 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▃▂▂▂ |
| ocir.mind_upset_unpleasant_thoughts_retro_numeric | 2045 | 0.06 | 2.21 | 1.40 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▅▆▆▆▇ |
| ocir.afraid_avoid_throwing_things_retro_numeric | 2045 | 0.06 | 1.00 | 1.13 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▂▂▁ |
| ocir.light_switches_water_taps_retro_numeric | 2045 | 0.06 | 0.50 | 0.99 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▁▁▁▁ |
| ocir.arranged_things_retro_numeric | 2045 | 0.06 | 1.51 | 1.35 | 0 | 0.00 | 1.0 | 3.00 | 4 | ▇▇▅▃▃ |
| ocir.good_feel_bad_numbers_retro_numeric | 2045 | 0.06 | 1.09 | 1.44 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▂▂▂ |
| ocir.hands_longer_wash_retro_numeric | 2045 | 0.06 | 0.88 | 1.37 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▁▁▁▁ |
| ocir.saved_things_retro_numeric | 2045 | 0.06 | 0.74 | 1.10 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.frequently_difficulty_rid_nasty_retro_numeric | 2045 | 0.06 | 2.07 | 1.46 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▅▆▇▇ |
| ocir.i_check_things_more_often_than_necessary_retro_numeric | 2045 | 0.06 | 1.50 | 1.26 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▆▃▂ |
| ocir.arranged_properly_objects_upset_retro_numeric | 2045 | 0.06 | 1.58 | 1.39 | 0 | 0.00 | 1.0 | 3.00 | 4 | ▇▆▆▃▃ |
| ocir.feel_compelled_count_things_retro_numeric | 2045 | 0.06 | 0.99 | 1.28 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▃▂▁▁ |
| ocir.strangers_touch_touched_difficult_retro_numeric | 2045 | 0.06 | 1.40 | 1.46 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▃▂▃ |
| ocir.control_difficult_find_thoughts_retro_numeric | 2045 | 0.06 | 2.53 | 1.30 | 0 | 1.00 | 3.0 | 4.00 | 4 | ▂▅▅▅▇ |
| ocir.i_collect_things_i_dont_need_retro_numeric | 2045 | 0.06 | 0.70 | 1.03 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_base_numeric | 2104 | 0.04 | 0.49 | 0.91 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_change_upset_base_numeric | 2104 | 0.04 | 1.34 | 1.28 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▅▂▂ |
| ocir.repeat_feel_numbers_base_numeric | 2104 | 0.04 | 0.52 | 0.97 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.clean_simply_wash_feel_base_numeric | 2104 | 0.04 | 0.71 | 1.06 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_base_numeric | 2104 | 0.04 | 1.85 | 1.30 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▅▇▆▅▃ |
| ocir.afraid_avoid_throwing_things_base_numeric | 2104 | 0.04 | 0.74 | 0.93 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▅▂▁▁ |
| ocir.light_switches_water_taps_base_numeric | 2104 | 0.04 | 0.45 | 0.93 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_base_numeric | 2104 | 0.04 | 1.22 | 1.22 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.good_feel_bad_numbers_base_numeric | 2104 | 0.04 | 0.78 | 1.24 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.hands_longer_wash_base_numeric | 2104 | 0.04 | 0.67 | 1.03 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▁▁ |
| ocir.saved_things_base_numeric | 2104 | 0.04 | 0.48 | 0.85 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▂▁▁▁ |
| ocir.frequently_difficulty_rid_nasty_base_numeric | 2104 | 0.04 | 1.77 | 1.33 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▆▆▇▅▃ |
| ocir.i_check_things_more_often_than_necessary_base_numeric | 2104 | 0.04 | 0.90 | 1.03 | 0 | 0.00 | 1.0 | 1.00 | 4 | ▇▆▃▁▁ |
| ocir.arranged_properly_objects_upset_base_numeric | 2104 | 0.04 | 1.18 | 1.21 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▇▃▂▂ |
| ocir.feel_compelled_count_things_base_numeric | 2104 | 0.04 | 0.84 | 1.23 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.strangers_touch_touched_difficult_base_numeric | 2104 | 0.04 | 0.95 | 1.27 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▂▂▁ |
| ocir.control_difficult_find_thoughts_base_numeric | 2104 | 0.04 | 2.11 | 1.23 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▃▆▇▆▅ |
| ocir.i_collect_things_i_dont_need_base_numeric | 2104 | 0.04 | 0.70 | 0.94 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.sum_score_retro_raw | 1832 | 0.16 | 9.21 | 14.49 | 0 | 0.00 | 0.0 | 16.00 | 67 | ▇▂▁▁▁ |
| ocir.sum_score_base_raw | 1832 | 0.16 | 4.10 | 9.66 | 0 | 0.00 | 0.0 | 0.00 | 59 | ▇▁▁▁▁ |
| na_per_person_ocir_retro | 1832 | 0.16 | 10.83 | 8.82 | 0 | 0.00 | 18.0 | 18.00 | 18 | ▅▁▁▁▇ |
| na_per_person_ocir_base | 1832 | 0.16 | 13.83 | 7.60 | 0 | 18.00 | 18.0 | 18.00 | 18 | ▂▁▁▁▇ |
| ocir.sum_score_base | 2104 | 0.04 | 17.71 | 12.76 | 0 | 8.25 | 15.0 | 23.00 | 59 | ▇▇▃▁▁ |
| ocir.sum_score_retro | 2045 | 0.06 | 23.13 | 14.32 | 2 | 12.00 | 21.0 | 31.00 | 67 | ▇▇▅▂▁ |
| anxiety_disorders_numeric | 38 | 0.98 | 0.61 | 0.49 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▅▁▁▁▇ |
| mhd.specific_phobia_e.g._phobia_of_flying_numeric | 38 | 0.98 | 0.03 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.social_anxiety_or_social_phobia_numeric | 38 | 0.98 | 0.17 | 0.37 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| agoraphobia_panic_disorder_numeric | 38 | 0.98 | 0.27 | 0.44 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▃ |
| depressive_disorders_numeric | 38 | 0.98 | 0.66 | 0.47 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▅▁▁▁▇ |
| eating_disorders_numeric | 79 | 0.96 | 0.81 | 0.39 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| obsessive_compulsive_disorders_numeric | 38 | 0.98 | 0.28 | 0.45 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▃ |
| psychotic_disorders_numeric | 60 | 0.97 | 0.02 | 0.15 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.mania_hypomania_bipolar_or_manicdepression_numeric | 38 | 0.98 | 0.04 | 0.19 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.posttraumatic_stress_disorder_ptsd_numeric | 38 | 0.98 | 0.12 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| autism_spectrum_disorder_numeric | 60 | 0.97 | 0.05 | 0.21 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.attention_deficit_hyperactivity_disorder_numeric | 60 | 0.97 | 0.03 | 0.17 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| mhd.personality_disorder_numeric | 60 | 0.97 | 0.11 | 0.32 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| depression_and_anxiety_numeric | 38 | 0.98 | 1.12 | 0.89 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▂▂ |
| restricting_vs_binge_eating_eating_disorders_numeric | 79 | 0.96 | 0.96 | 0.58 | 0 | 1.00 | 1.0 | 1.00 | 2 | ▂▁▇▁▂ |
| bipolar_and_schizophrenia_numeric | 65 | 0.97 | 0.13 | 0.58 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| control_numeric | 39 | 0.98 | 0.04 | 0.18 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| disorders_total_count | 108 | 0.95 | 2.72 | 1.58 | 0 | 2.00 | 3.0 | 4.00 | 9 | ▅▇▅▁▁ |
| comorbidity_total_count_numeric | 252 | 0.88 | 1.93 | 1.45 | 0 | 1.00 | 2.0 | 3.00 | 8 | ▇▇▂▁▁ |
| comorbidity_total_count_factor_numeric | 252 | 0.88 | 1.72 | 1.11 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▅▁▇▇ |
| personality_cluster_a_numeric | 2186 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| personality_cluster_b_numeric | 2186 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| personality_cluster_c_numeric | 2186 | 0.00 | NaN | NA | NA | NA | NA | NA | NA | |
| gad.feeling_nervous_anxious_or_on_edge_prepan_numeric | 2080 | 0.05 | 1.69 | 1.08 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▅▇ |
| gad.control_worrying_stop_prepan_numeric | 2080 | 0.05 | 1.54 | 1.16 | 0 | 1.00 | 1.0 | 3.00 | 3 | ▆▇▁▅▇ |
| gad.worrying_too_much_about_different_things_prepan_numeric | 2080 | 0.05 | 1.66 | 1.10 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▇▁▆▇ |
| gad.trouble_relaxing_prepan_numeric | 2080 | 0.05 | 1.75 | 1.09 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▅▇ |
| gad.sit_restless_hard_prepan_numeric | 2080 | 0.05 | 0.97 | 1.06 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_prepan_numeric | 2080 | 0.05 | 1.20 | 0.92 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▂ |
| gad.awful_feeling_afraid_happen_prepan_numeric | 2080 | 0.05 | 1.13 | 1.09 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▅▃ |
| gad.sum_score_prepan_raw | 2078 | 0.05 | 9.76 | 6.12 | 0 | 4.00 | 10.0 | 15.00 | 21 | ▇▆▅▇▅ |
| na_per_person_gad_prepan | 2078 | 0.05 | 0.13 | 0.95 | 0 | 0.00 | 0.0 | 0.00 | 7 | ▇▁▁▁▁ |
| gad.sum_score_prepan | 2080 | 0.05 | 9.94 | 6.03 | 0 | 5.00 | 10.0 | 15.00 | 21 | ▇▆▆▇▆ |
| pcl.stressful_experience_repeated_images_prepan_numeric | 197 | 0.91 | 2.80 | 1.40 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▇▇▅▇▅ |
| pcl.stressful_experience_upset_reminded_prepan_numeric | 199 | 0.91 | 3.20 | 1.35 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▅▆▆▇▆ |
| pcl.stressful_situation_avoiding_activities_prepan_numeric | 202 | 0.91 | 2.75 | 1.42 | 1 | 1.00 | 3.0 | 4.00 | 5 | ▇▇▅▆▅ |
| pcl.cut_people_feeling_distant_prepan_numeric | 197 | 0.91 | 3.58 | 1.32 | 1 | 3.00 | 4.0 | 5.00 | 5 | ▂▃▅▆▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_prepan_numeric | 197 | 0.91 | 3.15 | 1.33 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▅▆▆▇▆ |
| pcl.difficulty_concentrating_prepan_numeric | 202 | 0.91 | 3.55 | 1.26 | 1 | 3.00 | 4.0 | 5.00 | 5 | ▂▅▅▇▇ |
| pcl.sum_score_prepan_raw | 0 | 1.00 | 17.30 | 8.02 | 0 | 13.00 | 18.0 | 24.00 | 30 | ▃▃▇▇▆ |
| na_per_person_pcl_prepan | 0 | 1.00 | 0.55 | 1.71 | 0 | 0.00 | 0.0 | 0.00 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_prepan | 216 | 0.90 | 19.02 | 6.23 | 6 | 14.00 | 19.0 | 24.00 | 30 | ▃▆▇▇▅ |
| phq.little_interest_or_pleasure_in_doing_things_prepan_numeric | 2080 | 0.05 | 1.37 | 1.11 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▆▆ |
| phq.feeling_down_depressed_or_hopeless_prepan_numeric | 2080 | 0.05 | 1.44 | 1.05 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▅ |
| phq.staying_asleep_sleeping_trouble_prepan_numeric | 2080 | 0.05 | 1.49 | 1.17 | 0 | 0.00 | 1.5 | 3.00 | 3 | ▇▆▁▆▇ |
| phq.feeling_tired_or_having_little_energy_prepan_numeric | 2080 | 0.05 | 1.80 | 1.15 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▅▁▃▇ |
| phq.poor_appetite_or_overeating_prepan_numeric | 2080 | 0.05 | 1.35 | 1.20 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▅▁▅▆ |
| phq.feeling_bad_failure_family_prepan_numeric | 2080 | 0.05 | 1.71 | 1.16 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▆▁▃▇ |
| phq.trouble_concentrating_reading_newspaper_prepan_numeric | 2080 | 0.05 | 1.25 | 1.13 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▅▅ |
| phq.moving_fidgety_noticed_opposite_prepan_numeric | 2080 | 0.05 | 0.58 | 0.88 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▁▁ |
| phq.dead_hurting_thoughts_prepan_numeric | 2080 | 0.05 | 1.06 | 1.10 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▂▃ |
| phq.sum_score_prepan_raw | 2078 | 0.05 | 11.83 | 7.51 | 0 | 5.75 | 12.0 | 18.00 | 27 | ▇▅▇▆▂ |
| na_per_person_phq_prepan | 2078 | 0.05 | 0.17 | 1.22 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_prepan | 2078 | 0.05 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| phq.sum_score_prepan | 2080 | 0.05 | 12.06 | 7.40 | 0 | 6.00 | 12.0 | 18.00 | 27 | ▇▅▇▆▂ |
| phq.sum_score_8items_prepan | 2078 | 0.05 | 11.83 | 7.51 | 0 | 5.75 | 12.0 | 18.00 | 27 | ▇▅▇▆▂ |
| ocir.i_repeatedly_check_doors_windows_drawers_etc_prepan_numeric | 2080 | 0.05 | 0.72 | 1.05 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.arranged_things_change_upset_prepan_numeric | 2080 | 0.05 | 1.64 | 1.25 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▃▇▃▂▂ |
| ocir.repeat_feel_numbers_prepan_numeric | 2080 | 0.05 | 0.52 | 1.05 | 0 | 0.00 | 0.0 | 0.75 | 4 | ▇▁▁▁▁ |
| ocir.clean_simply_wash_feel_prepan_numeric | 2080 | 0.05 | 0.78 | 1.06 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.mind_upset_unpleasant_thoughts_prepan_numeric | 2080 | 0.05 | 1.73 | 1.37 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▇▇▆▆▅ |
| ocir.afraid_avoid_throwing_things_prepan_numeric | 2080 | 0.05 | 0.92 | 0.96 | 0 | 0.00 | 1.0 | 1.00 | 4 | ▇▇▃▂▁ |
| ocir.light_switches_water_taps_prepan_numeric | 2080 | 0.05 | 0.54 | 1.03 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.arranged_things_prepan_numeric | 2080 | 0.05 | 1.56 | 1.28 | 0 | 1.00 | 1.0 | 2.75 | 4 | ▅▇▃▃▂ |
| ocir.good_feel_bad_numbers_prepan_numeric | 2080 | 0.05 | 0.94 | 1.30 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▂▁ |
| ocir.hands_longer_wash_prepan_numeric | 2080 | 0.05 | 0.64 | 1.07 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▂▁▁▁ |
| ocir.saved_things_prepan_numeric | 2080 | 0.05 | 1.17 | 1.20 | 0 | 0.00 | 1.0 | 2.00 | 4 | ▇▅▃▃▁ |
| ocir.frequently_difficulty_rid_nasty_prepan_numeric | 2080 | 0.05 | 1.47 | 1.36 | 0 | 0.00 | 1.0 | 3.00 | 4 | ▇▅▃▅▂ |
| ocir.i_check_things_more_often_than_necessary_prepan_numeric | 2080 | 0.05 | 1.58 | 1.22 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▆▇▆▅▂ |
| ocir.arranged_properly_objects_upset_prepan_numeric | 2080 | 0.05 | 1.64 | 1.25 | 0 | 1.00 | 1.0 | 2.00 | 4 | ▃▇▃▂▂ |
| ocir.feel_compelled_count_things_prepan_numeric | 2080 | 0.05 | 0.92 | 1.25 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▂▁ |
| ocir.strangers_touch_touched_difficult_prepan_numeric | 2080 | 0.05 | 0.76 | 1.05 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▂▁▁ |
| ocir.control_difficult_find_thoughts_prepan_numeric | 2080 | 0.05 | 2.12 | 1.32 | 0 | 1.00 | 2.0 | 3.00 | 4 | ▃▆▅▇▅ |
| ocir.i_collect_things_i_dont_need_prepan_numeric | 2080 | 0.05 | 0.68 | 0.88 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▆▁▁▁ |
| ocir.sum_score_prepan_raw | 2078 | 0.05 | 19.95 | 13.76 | 0 | 9.75 | 18.0 | 28.00 | 65 | ▇▇▅▁▁ |
| na_per_person_ocir_prepan | 2078 | 0.05 | 0.33 | 2.44 | 0 | 0.00 | 0.0 | 0.00 | 18 | ▇▁▁▁▁ |
| ocir.sum_score_prepan | 2080 | 0.05 | 20.33 | 13.61 | 0 | 10.00 | 18.0 | 28.00 | 65 | ▇▇▅▁▁ |
| gad.problems_made_difficult_care_numeric | 1679 | 0.23 | 2.19 | 0.80 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▂▁ |
| gad.pandemic_felt_feelings_numeric | 1659 | 0.24 | 2.31 | 0.96 | 1 | 2.00 | 2.0 | 3.00 | 5 | ▃▇▃▂▁ |
| gad.feeling_nervous_anxious_or_on_edge_retro_numeric | 1770 | 0.19 | 1.48 | 0.89 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▃▃ |
| gad.control_worrying_stop_retro_numeric | 1770 | 0.19 | 1.30 | 0.95 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▂ |
| gad.worrying_too_much_about_different_things_retro_numeric | 1770 | 0.19 | 1.40 | 0.97 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▃ |
| gad.trouble_relaxing_retro_numeric | 1770 | 0.19 | 1.30 | 1.01 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▅▇▁▃▃ |
| gad.sit_restless_hard_retro_numeric | 1770 | 0.19 | 0.82 | 0.99 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▂ |
| gad.becoming_easily_annoyed_or_irritable_retro_numeric | 1770 | 0.19 | 1.10 | 0.89 | 0 | 0.75 | 1.0 | 1.00 | 3 | ▃▇▁▂▂ |
| gad.awful_feeling_afraid_happen_retro_numeric | 1770 | 0.19 | 0.93 | 0.97 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▇▁▂▂ |
| gad.feeling_nervous_anxious_or_on_edge_base_numeric | 1659 | 0.24 | 1.78 | 0.99 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▇▁▅▇ |
| gad.control_worrying_stop_base_numeric | 1659 | 0.24 | 1.65 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▇▁▇▇ |
| gad.worrying_too_much_about_different_things_base_numeric | 1659 | 0.24 | 1.72 | 1.06 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▇▁▆▇ |
| gad.trouble_relaxing_base_numeric | 1660 | 0.24 | 1.79 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▆▁▅▇ |
| gad.sit_restless_hard_base_numeric | 1659 | 0.24 | 1.13 | 1.12 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▆▁▃▃ |
| gad.becoming_easily_annoyed_or_irritable_base_numeric | 1659 | 0.24 | 1.51 | 1.02 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▆▅ |
| gad.awful_feeling_afraid_happen_base_numeric | 1659 | 0.24 | 1.32 | 1.12 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▅▆ |
| gad.sum_score_retro_raw | 1659 | 0.24 | 6.56 | 5.75 | 0 | 1.00 | 6.0 | 11.00 | 21 | ▇▅▃▂▁ |
| gad.sum_score_base_raw | 1659 | 0.24 | 10.89 | 6.02 | 0 | 6.00 | 11.0 | 16.00 | 21 | ▆▇▇▇▇ |
| na_per_person_gad_base | 1659 | 0.24 | 0.00 | 0.04 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| na_per_person_gad_retro | 1659 | 0.24 | 1.47 | 2.86 | 0 | 0.00 | 0.0 | 0.00 | 7 | ▇▁▁▁▂ |
| gad.sum_score_base | 1660 | 0.24 | 10.90 | 6.02 | 0 | 6.00 | 11.0 | 16.00 | 21 | ▆▇▇▇▇ |
| gad.sum_score_retro | 1770 | 0.19 | 8.31 | 5.23 | 0 | 4.00 | 7.0 | 12.00 | 21 | ▇▇▅▃▂ |
| pcl.stressful_experience_repeated_images_base_numeric | 1661 | 0.24 | 2.62 | 1.38 | 1 | 1.00 | 2.0 | 4.00 | 5 | ▇▇▃▆▃ |
| pcl.stressful_experience_upset_reminded_base_numeric | 1660 | 0.24 | 2.83 | 1.36 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▇▇▆▇▅ |
| pcl.stressful_situation_avoiding_activities_base_numeric | 1660 | 0.24 | 2.29 | 1.38 | 1 | 1.00 | 2.0 | 3.00 | 5 | ▇▃▃▂▂ |
| pcl.cut_people_feeling_distant_base_numeric | 1659 | 0.24 | 3.42 | 1.38 | 1 | 2.00 | 4.0 | 5.00 | 5 | ▃▅▅▇▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_base_numeric | 1659 | 0.24 | 2.65 | 1.25 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▆▇▇▅▃ |
| pcl.difficulty_concentrating_base_numeric | 1659 | 0.24 | 3.20 | 1.30 | 1 | 2.00 | 3.0 | 4.00 | 5 | ▃▆▆▇▆ |
| pcl.stressful_experience_repeated_images_retro_numeric | 1808 | 0.17 | 0.15 | 0.36 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_experience_upset_reminded_retro_numeric | 1772 | 0.19 | 0.19 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.stressful_situation_avoiding_activities_retro_numeric | 1876 | 0.14 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| pcl.cut_people_feeling_distant_retro_numeric | 1719 | 0.21 | 0.69 | 0.46 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| pcl.feeling_irritable_or_having_angry_outbursts_retro_numeric | 1769 | 0.19 | 0.45 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| pcl.difficulty_concentrating_retro_numeric | 1721 | 0.21 | 0.43 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▆ |
| pcl.sum_score_retro_raw | 1659 | 0.24 | 1.73 | 1.60 | 0 | 0.00 | 2.0 | 3.00 | 6 | ▇▃▂▂▁ |
| pcl.sum_score_base_raw | 1659 | 0.24 | 16.98 | 6.08 | 6 | 12.00 | 17.0 | 21.00 | 30 | ▅▆▇▅▂ |
| na_per_person_pcl_base | 1659 | 0.24 | 0.01 | 0.14 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| na_per_person_pcl_retro | 1659 | 0.24 | 1.35 | 1.67 | 0 | 0.00 | 1.0 | 2.00 | 6 | ▇▁▁▁▁ |
| pcl.sum_score_base | 1661 | 0.24 | 16.99 | 6.09 | 6 | 12.00 | 17.0 | 21.00 | 30 | ▅▆▇▅▂ |
| pcl.sum_score_retro | 1948 | 0.11 | 2.12 | 1.79 | 0 | 0.00 | 2.0 | 3.00 | 6 | ▇▅▃▂▂ |
| phq.problems_made_difficult_care_numeric | 1665 | 0.24 | 2.21 | 0.81 | 1 | 2.00 | 2.0 | 3.00 | 4 | ▂▇▁▃▁ |
| phq.pandemic_felt_feelings_numeric | 1659 | 0.24 | 2.24 | 0.92 | 1 | 2.00 | 2.0 | 3.00 | 5 | ▂▇▂▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_retro_numeric | 1751 | 0.20 | 1.08 | 0.89 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▅▇▁▃▂ |
| phq.feeling_down_depressed_or_hopeless_retro_numeric | 1751 | 0.20 | 1.31 | 0.90 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▃▂ |
| phq.staying_asleep_sleeping_trouble_retro_numeric | 1751 | 0.20 | 1.18 | 1.02 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▆▇▁▃▃ |
| phq.feeling_tired_or_having_little_energy_retro_numeric | 1751 | 0.20 | 1.40 | 0.96 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▃ |
| phq.poor_appetite_or_overeating_retro_numeric | 1753 | 0.20 | 1.31 | 1.08 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▇▇▁▅▅ |
| phq.feeling_bad_failure_family_retro_numeric | 1751 | 0.20 | 1.43 | 1.01 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▅ |
| phq.trouble_concentrating_reading_newspaper_retro_numeric | 1751 | 0.20 | 1.13 | 0.94 | 0 | 0.00 | 1.0 | 2.00 | 3 | ▆▇▁▅▂ |
| phq.moving_fidgety_noticed_opposite_retro_numeric | 1751 | 0.20 | 0.44 | 0.76 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▂▁▁▁ |
| phq.dead_hurting_thoughts_retro_numeric | 1751 | 0.20 | 0.75 | 0.95 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▅▁▂▁ |
| phq.little_interest_or_pleasure_in_doing_things_base_numeric | 1660 | 0.24 | 1.47 | 1.00 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▃▅ |
| phq.feeling_down_depressed_or_hopeless_base_numeric | 1660 | 0.24 | 1.56 | 1.00 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▅▅ |
| phq.staying_asleep_sleeping_trouble_base_numeric | 1660 | 0.24 | 1.78 | 1.07 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▃▆▁▆▇ |
| phq.feeling_tired_or_having_little_energy_base_numeric | 1660 | 0.24 | 1.86 | 0.98 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▇▁▆▇ |
| phq.poor_appetite_or_overeating_base_numeric | 1661 | 0.24 | 1.60 | 1.14 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▆▇▁▆▇ |
| phq.feeling_bad_failure_family_base_numeric | 1660 | 0.24 | 1.71 | 1.08 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▅▇▁▆▇ |
| phq.trouble_concentrating_reading_newspaper_base_numeric | 1660 | 0.24 | 1.59 | 1.07 | 0 | 1.00 | 1.0 | 3.00 | 3 | ▅▇▁▆▆ |
| phq.moving_fidgety_noticed_opposite_base_numeric | 1660 | 0.24 | 0.63 | 0.92 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▂▁ |
| phq.dead_hurting_thoughts_base_numeric | 1660 | 0.24 | 0.86 | 1.04 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▂ |
| phq.sum_score_retro_raw | 1659 | 0.24 | 8.28 | 6.79 | 0 | 2.00 | 7.0 | 13.00 | 27 | ▇▅▅▂▁ |
| phq.sum_score_base_raw | 1659 | 0.24 | 13.03 | 6.75 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| na_per_person_phq_retro | 1659 | 0.24 | 1.57 | 3.42 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▂ |
| phq.missing_only_suicide_item_retro | 1659 | 0.24 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| na_per_person_phq_base | 1659 | 0.24 | 0.02 | 0.39 | 0 | 0.00 | 0.0 | 0.00 | 9 | ▇▁▁▁▁ |
| phq.missing_only_suicide_item_base | 1659 | 0.24 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| phq.sum_score_base | 1661 | 0.24 | 13.07 | 6.74 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| phq.sum_score_8items_base | 1659 | 0.24 | 13.03 | 6.75 | 0 | 8.00 | 12.0 | 19.00 | 27 | ▃▇▇▅▃ |
| phq.sum_score_retro | 1753 | 0.20 | 10.06 | 6.19 | 0 | 5.00 | 9.0 | 14.00 | 27 | ▇▇▇▃▂ |
| phq.sum_score_8items_retro | 1659 | 0.24 | 8.28 | 6.79 | 0 | 2.00 | 7.0 | 13.00 | 27 | ▇▅▅▂▁ |
| alsfrs.limb_weakness_noticed_past_numeric | 1661 | 0.24 | 0.20 | 0.40 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| alsfrs.normal_numeric | 2084 | 0.05 | 0.73 | 0.45 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▃▁▁▁▇ |
| alsfrs.slow_or_sloppy_all_words_are_legible_numeric | 2084 | 0.05 | 0.21 | 0.41 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| alsfrs.not_all_words_are_legible_numeric | 2084 | 0.05 | 0.05 | 0.22 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.able_to_grip_pen_numeric | 2084 | 0.05 | 0.02 | 0.14 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.unable_to_grip_pen_numeric | 2084 | 0.05 | 0.04 | 0.20 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| alsfrs.have_you_noticed_any_difficulty_walking_numeric | 2084 | 0.05 | 0.48 | 0.73 | 0 | 0.00 | 0.0 | 1.00 | 4 | ▇▃▁▁▁ |
| alsfrs.do_you_have_any_difficulty_climbing_stairs_numeric | 2083 | 0.05 | 0.86 | 1.06 | 0 | 0.00 | 0.0 | 2.00 | 4 | ▇▂▃▁▁ |
| ess.felt_excessively_sleepy_past_numeric | 1662 | 0.24 | 0.57 | 0.50 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▆▁▁▁▇ |
| ess.sitting_and_reading_numeric | 1886 | 0.14 | 1.21 | 0.91 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▅▇▁▅▂ |
| ess.watching_tv_numeric | 1886 | 0.14 | 1.32 | 0.94 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▃▇▁▅▂ |
| ess.sitting_inactive_in_a_public_place_numeric | 1887 | 0.14 | 0.54 | 0.82 | 0 | 0.00 | 0.0 | 1.00 | 3 | ▇▃▁▁▁ |
| ess.break_passenger_car_hour_numeric | 1886 | 0.14 | 1.42 | 1.06 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▆▇▁▆▅ |
| ess.afternoon_rest_circumstances_lying_numeric | 1886 | 0.14 | 2.05 | 0.98 | 0 | 1.00 | 2.0 | 3.00 | 3 | ▂▅▁▅▇ |
| ess.sitting_and_talking_to_someone_numeric | 1886 | 0.14 | 0.16 | 0.49 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| ess.sitting_quietly_after_a_lunch_without_alcohol_numeric | 1887 | 0.14 | 0.79 | 0.94 | 0 | 0.00 | 1.0 | 1.00 | 3 | ▇▅▁▂▁ |
| ess.car_minutes_stopped_traffic_numeric | 1886 | 0.14 | 0.29 | 0.74 | 0 | 0.00 | 0.0 | 0.00 | 3 | ▇▁▁▁▁ |
| ess.insomnia_numeric | 1666 | 0.24 | 0.13 | 0.33 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.narcolepsy_numeric | 1666 | 0.24 | 0.00 | 0.00 | 0 | 0.00 | 0.0 | 0.00 | 0 | ▁▁▇▁▁ |
| ess.rem_sleep_behaviour_disorder_numeric | 1666 | 0.24 | 0.00 | 0.04 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.restless_legs_syndrome_numeric | 1666 | 0.24 | 0.04 | 0.21 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleep_apnea_numeric | 1666 | 0.24 | 0.01 | 0.08 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleep_terrors_numeric | 1666 | 0.24 | 0.04 | 0.19 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.sleepwalking_numeric | 1666 | 0.24 | 0.01 | 0.11 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.other_numeric | 1666 | 0.24 | 0.02 | 0.12 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| ess.none_numeric | 1666 | 0.24 | 0.82 | 0.39 | 0 | 1.00 | 1.0 | 1.00 | 1 | ▂▁▁▁▇ |
| midas.headaches_suffered_past_month_numeric | 1661 | 0.24 | 0.49 | 0.50 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▇ |
| midas.days_past_month_miss_work_school_numeric | 1966 | 0.10 | 1.38 | 3.58 | 0 | 0.00 | 0.0 | 1.00 | 25 | ▇▁▁▁▁ |
| midas.days_past_month_work_school_half_productivity_numeric | 1962 | 0.10 | 4.54 | 6.13 | 0 | 0.00 | 2.0 | 6.00 | 31 | ▇▁▁▁▁ |
| midas.days_past_month_miss_housework_numeric | 1960 | 0.10 | 4.89 | 5.92 | 0 | 0.00 | 3.0 | 6.00 | 31 | ▇▁▁▁▁ |
| midas.days_past_month_housework_half_productivity_numeric | 1955 | 0.11 | 5.47 | 6.31 | 0 | 0.00 | 3.0 | 9.00 | 31 | ▇▂▁▁▁ |
| midas.days_past_month_miss_social_activities_numeric | 1972 | 0.10 | 3.51 | 5.45 | 0 | 0.00 | 1.0 | 5.00 | 31 | ▇▁▁▁▁ |
| nmss.ability_taste_food_smell_numeric | 1661 | 0.24 | 0.07 | 0.26 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmss.severe_taste_smell_loss_numeric | 2149 | 0.02 | 1.84 | 1.26 | 0 | 1.00 | 2.0 | 2.00 | 5 | ▇▇▂▂▁ |
| nmsw.drink_problems_choking_difficulty_numeric | 1661 | 0.24 | 0.08 | 0.27 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmsw.regularly_night_pass_urine_numeric | 1661 | 0.24 | 0.34 | 0.48 | 0 | 0.00 | 0.0 | 1.00 | 1 | ▇▁▁▁▅ |
| nmsw.sex_difficult_finding_numeric | 1665 | 0.24 | 0.08 | 0.27 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| nmsw.weak_standing_feeling_light_numeric | 1661 | 0.24 | 0.57 | 0.50 | 0 | 0.00 | 1.0 | 1.00 | 1 | ▆▁▁▁▇ |
| nmsw.acting_moving_sleep_talking_numeric | 1662 | 0.24 | 0.16 | 0.37 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| nmsw.double_vision_numeric | 1661 | 0.24 | 0.09 | 0.29 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▁ |
| tinnitus.ears_noises_minutes_head_numeric | 1661 | 0.24 | 0.19 | 0.39 | 0 | 0.00 | 0.0 | 0.00 | 1 | ▇▁▁▁▂ |
| tinnitus.ears_noises_minutes_head_frequency_numeric | 2086 | 0.05 | 2.44 | 0.92 | 0 | 2.00 | 2.0 | 3.00 | 4 | ▁▂▇▃▃ |
| tinnitus.noises_worry_worst_upset_numeric | 2086 | 0.05 | 1.28 | 0.77 | 0 | 1.00 | 1.0 | 2.00 | 3 | ▂▇▁▅▁ |
Variable type: POSIXct
| skim_variable | n_missing | complete_rate | min | max | median | n_unique |
|---|---|---|---|---|---|---|
| startDate.prepandemic | 0 | 1.00 | 2020-02-26 14:44:41 | 2020-09-29 10:33:37 | 2020-03-06 21:45:43 | 2183 |
| startDate.coping | 1659 | 0.24 | 2020-05-04 17:36:38 | 2020-09-06 16:44:11 | 2020-05-07 17:53:31 | 518 |
Definition of prepandemic and baseline
Exlcude people who have joined GLAD/EDGI after the pandemic began, sensitivity analyses done on the cut off’s we have chosen. Potentially GLAD/EDGI particiapnts between January to April. EDGI launched on February 24th.
Prepandemic GLAD/EDGI = Prepandemic (GLAD/EDGI sign-up questionnaire)
Retrospective = COPING/RAMP sign up questionnaire; only of those participants who have reported a change in symptoms
Baseline = COPING/RAMP sign up questionnaire
Dates for the definition of prepandemic
Frequencies
dat$prepandemic_january_31
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------------------------- ------ --------- -------------- --------- --------------
Sign up after 31. January 2186 100.00 100.00 100.00 100.00
<NA> 0 0.00 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$prepandemic_march_1
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------------------------- ------ --------- -------------- --------- --------------
Sign up after 1. March 1513 69.21 69.21 69.21 69.21
Sign up before 1. March 673 30.79 100.00 30.79 100.00
<NA> 0 0.00 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$prepandemic_march_23
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
------------------------------ ------ --------- -------------- --------- --------------
Sign up after 23. March 547 25.02 25.02 25.02 25.02
Sign up before 23. March 1639 74.98 100.00 74.98 100.00
<NA> 0 0.00 100.00
Total 2186 100.00 100.00 100.00 100.00Calculate the time difference between starting the COPING questionnaire and the beginning of the pandemic
Descriptive Statistics
dat$time_diff_coping_first_case_uk_jan_31
N: 2186
time_diff_coping_first_case_uk_jan_31
--------------- ---------------------------------------
Mean 15.44
Std.Dev 3.29
Min 13.53
Median 13.96
Max 31.39
N.Valid 527.00
Pct.Valid 24.11Calculate the time difference between sign up questionnaire and the beginning of the pandemic
Descriptive Statistics
dat$time_diff_signup_first_case_uk_jan_31
N: 2186
time_diff_signup_first_case_uk_jan_31
--------------- ---------------------------------------
Mean -8.97
Std.Dev 9.09
Min -34.63
Median -5.13
Max -3.80
N.Valid 2186.00
Pct.Valid 100.00Testing 3, 6, and 9 months before pandemic
[1] 2186Calculate the time difference between sign up questionnaire and COPING questionnaire
Descriptive Statistics
dat$time_diff_sign_up_coping
N: 2186
time_diff_sign_up_coping
--------------- --------------------------
Mean 9.37
Std.Dev 2.89
Min 0.68
Median 9.60
Max 23.71
N.Valid 527.00
Pct.Valid 24.11Proportion of people signed up over one year ago
Proportion of people signed up over half a year ago
#Total score comparison between PHQ, PCL and GAD, prepandemic, retrospecive and baseline PHQ difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-14.0000 -4.0000 -1.0000 -0.6875 3.0000 11.0000 2122 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-17.000 1.000 4.000 3.649 7.000 20.000 1753 GAD difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-11.0000 -3.0000 0.0000 -0.2381 2.0000 14.0000 2123 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-13.000 0.000 3.000 3.132 6.000 19.000 1771 PCL difference scores NOTE: Only computed baseline and prepandemic differences as the retro account here isn’t actually retrospective, but whether the reported baseline scores are due to the pandemic.
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-18.000 -5.000 -1.000 -1.388 2.000 15.000 1673 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
0.000 0.000 2.000 2.122 3.000 6.000 1948 Frequencies
dat$pcl.stressful_experience_repeated_images_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 321 84.92 84.92 14.68 14.68
Yes 57 15.08 100.00 2.61 17.29
<NA> 1808 82.71 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$pcl.stressful_situation_avoiding_activities_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 248 80.00 80.00 11.34 11.34
Yes 62 20.00 100.00 2.84 14.18
<NA> 1876 85.82 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$pcl.feeling_irritable_or_having_angry_outbursts_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 228 54.68 54.68 10.43 10.43
Yes 189 45.32 100.00 8.65 19.08
<NA> 1769 80.92 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$pcl.stressful_experience_upset_reminded_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 334 80.68 80.68 15.28 15.28
Yes 80 19.32 100.00 3.66 18.94
<NA> 1772 81.06 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$pcl.cut_people_feeling_distant_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 145 31.05 31.05 6.63 6.63
Yes 322 68.95 100.00 14.73 21.36
<NA> 1719 78.64 100.00
Total 2186 100.00 100.00 100.00 100.00Frequencies
dat$pcl.difficulty_concentrating_retro
Type: Factor
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
No 264 56.77 56.77 12.08 12.08
Yes 201 43.23 100.00 9.19 21.27
<NA> 1721 78.73 100.00
Total 2186 100.00 100.00 100.00 100.00OCI-R difference scores
Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-36.00 -18.25 -12.00 -15.00 -10.00 -4.00 2172 Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
-18.000 -9.000 -5.000 -5.524 -2.000 10.000 2104 #Data level groups Identify which data (prepan, retro and baseline) each participant has.
Baseline and retrospective data
2
Prepandemic and baseline data
18
All prepandemic, baseline and retrospective data
46 GAD
Baseline and retrospective data
2
Prepandemic and baseline data
16
All prepandemic, baseline and retrospective data
47 PCL
Only prepandemic data
1
Baseline and retrospective data
6
Prepandemic and baseline data
281
Baseline data only
6
All prepandemic, baseline and retrospective data
232 OCI-R
Only prepandemic data
31
All prepandemic, baseline and retrospective data
14 #Read in respiratory data
GLAD respiratory
Select respiratory variables
EDGI respiratory
[1] "externalDataReference"
[2] "startDate"
[3] "endDate"
[4] "respiratory.unusual_shortness_breath_diarrhoea"
[5] "respiratory.date_symptom_experience.txt"
[6] "respiratory.worst_ill_feel"
[7] "respiratory.chillsfeverhigh_temperature"
[8] "respiratory.persistent_cough"
[9] "respiratory.shortness_of_breath"
[10] "respiratory.body_achemuscle_pain"
[11] "respiratory.sore_throat"
[12] "respiratory.headache"
[13] "respiratory.sneezing"
[14] "respiratory.runny_nose"
[15] "respiratory.blocked_nose"
[16] "respiratory.feeling_generally_unwell"
[17] "respiratory.feeling_tiredfatigued"
[18] "respiratory.diarrhoea"
[19] "respiratory.hoarse_voice"
[20] "respiratory.unusual_chest_pain_chest"
[21] "respiratory.unusual_abdominal_pain"
[22] "respiratory.feeling_confused_disorientated_drowsy"
[23] "respiratory.skipping_meals_because_you_felt_unwell"
[24] "respiratory.was_your_persistent_cough_dry_"
[25] "respiratory.was_your_sense_of_smell_impaired"
[26] "respiratory.was_your_sense_of_taste_impaired"
[27] "respiratory.what_was_the_highest_temperature_you_had"
[28] "respiratory.throat_swab_coronavirus_nose"
[29] "respiratory.throat_swab_test_nose"
[30] "respiratory.coronavirus_antibody_test"
[31] "respiratory.results_antibody_test"
[32] "respiratory.paracetamol_panadol_anadin"
[33] "respiratory.ibuprofen_nurofen_brufen_and_calprofen_syrup"
[34] "respiratory.aspirin"
[35] "respiratory.naproxen"
[36] "respiratory.cold_and_flu_remedies_please_specify"
[37] "respiratory.cold_and_flu_remedies_please_specify_text.txt"
[38] "respiratory.none_of_these"
[39] "respiratory.i_called_nhs111"
[40] "respiratory.i_called_my_gp"
[41] "respiratory.face_appointment_face"
[42] "respiratory.hospital_accident_attended_emergency"
[43] "respiratory.field_hospital_hospital_admitted"
[44] "respiratory.none_of_these.1"
[45] "respiratory.what_dates_were_you_admitted_to_hospital.txt"
[46] "respiratory.what_dates_were_you_discharged_from_hospital.txt"
[47] "respiratory.none"
[48] "respiratory.fluids_oxygen"
[49] "respiratory.invasive_ventilation"
[50] "respiratory.invasive_ventilation.1"
[51] "respiratory.have_your_symptoms_gone_awayresolved_now"
[52] "respiratory.feel_healthy_date_back.txt"
[53] "respiratory.injury_february_medical_problem"
[54] "respiratory.was_the_illness_or_injury_lifethreatening"
[55] "respiratory.admitted_treatment_hospital_injury"
[56] "respiratory.injury_result_illness_health"
[57] "respiratory.born_child_birth_defect"
[58] "respiratory.nature_recent_illness_injury.txt"
[59] "respiratory.prescribed_regular_medication_february"
[60] "respiratory.addition_of_a_new_medication"
[61] "respiratory.stopping_medication_previously_taking"
[62] "respiratory.dose_change_medication_previously"
[63] "respiratory.medication_packaging_field_blank"
[64] "respiratory.medication_packaging_field_blank.1"
[65] "respiratory.medication_packaging_field_blank.2"
[66] "respiratory.medication_packaging_field_blank.3"
[67] "respiratory.medication_packaging_field_blank.4"
[68] "respiratory.prescribed_additional_february_medication"
[69] "respiratory.medication_packaging_field_blank.5"
[70] "respiratory.medication_packaging_field_blank.6"
[71] "respiratory.medication_packaging_field_blank.7"
[72] "respiratory.medication_packaging_field_blank.8"
[73] "respiratory.medication_packaging_field_blank.9"
[74] "respiratory.add_discontinued_medication.txt"
[75] "respiratory.stopped_medication_previously_taking"
[76] "respiratory.add_discontinued_medication.txt.1"
[77] "respiratory.dosing_regimen_record_details"
[78] "respiratory.dosing_regimen_record_details.1"
[79] "respiratory.dosing_regimen_record_details.2"
[80] "respiratory.dosing_regimen_record_details.3"
[81] "respiratory.dosing_regimen_record_details.4"
[82] "respiratory.prescribed_medicines_treatments"
[83] "respiratory.medication_1"
[84] "respiratory.medication_2"
[85] "respiratory.medication_3"
[86] "respiratory.medication_4"
[87] "respiratory.medication_5"
[88] "respiratory.medication_6"
[89] "respiratory.medication_7"
[90] "respiratory.medication_8"
[91] "respiratory.medication_9"
[92] "respiratory.medication_10"
[93] "respiratory.medication_11"
[94] "respiratory.medication_12"
[95] "respiratory.medication_13"
[96] "respiratory.medication_14"
[97] "respiratory.medication_15"
[98] "respiratory.medication_16"
[99] "respiratory.medication_17"
[100] "respiratory.medication_18"
[101] "respiratory.medication_19"
[102] "respiratory.medication_20"
[103] "respiratory.qqid125062240231choicetextentryvalue21"
[104] "respiratory.qqid125062240231choicetextentryvalue31"
[105] "respiratory.qqid125062240231choicetextentryvalue41"
[106] "respiratory.qqid125062240231choicetextentryvalue51"
[107] "respiratory.qqid125062240231choicetextentryvalue61"
[108] "respiratory.qqid125062240231choicetextentryvalue71"
[109] "respiratory.qqid125062240231choicetextentryvalue81"
[110] "respiratory.qqid125062240231choicetextentryvalue91"
[111] "respiratory.qqid125062240231choicetextentryvalue101"
[112] "respiratory.qqid125062240231choicetextentryvalue111"
[113] "respiratory.qqid125062240231choicetextentryvalue121"
[114] "respiratory.qqid125062240231choicetextentryvalue131"
[115] "respiratory.qqid125062240231choicetextentryvalue141"
[116] "respiratory.qqid125062240231choicetextentryvalue151"
[117] "respiratory.qqid125062240231choicetextentryvalue161"
[118] "respiratory.qqid125062240231choicetextentryvalue171"
[119] "respiratory.qqid125062240231choicetextentryvalue181"
[120] "respiratory.qqid125062240231choicetextentryvalue191"
[121] "respiratory.qqid125062240231choicetextentryvalue201"
[122] "respiratory.qqid125062240231choicetextentryvalue211"
[123] "respiratory.qqid125062240231choicetextentryvalue21.1"
[124] "respiratory.qqid125062240231choicetextentryvalue31.1"
[125] "respiratory.qqid125062240231choicetextentryvalue41.1"
[126] "respiratory.qqid125062240231choicetextentryvalue51.1"
[127] "respiratory.qqid125062240231choicetextentryvalue61.1"
[128] "respiratory.qqid125062240231choicetextentryvalue71.1"
[129] "respiratory.qqid125062240231choicetextentryvalue81.1"
[130] "respiratory.qqid125062240231choicetextentryvalue91.1"
[131] "respiratory.qqid125062240231choicetextentryvalue101.1"
[132] "respiratory.qqid125062240231choicetextentryvalue111.1"
[133] "respiratory.qqid125062240231choicetextentryvalue121.1"
[134] "respiratory.qqid125062240231choicetextentryvalue131.1"
[135] "respiratory.qqid125062240231choicetextentryvalue141.1"
[136] "respiratory.qqid125062240231choicetextentryvalue151.1"
[137] "respiratory.qqid125062240231choicetextentryvalue161.1"
[138] "respiratory.qqid125062240231choicetextentryvalue171.1"
[139] "respiratory.qqid125062240231choicetextentryvalue181.1"
[140] "respiratory.qqid125062240231choicetextentryvalue191.1"
[141] "respiratory.qqid125062240231choicetextentryvalue201.1"
[142] "respiratory.qqid125062240231choicetextentryvalue211.1"
[143] "respiratory.qqid125062240231choicetextentryvalue21.2"
[144] "respiratory.qqid125062240231choicetextentryvalue31.2"
[145] "respiratory.qqid125062240231choicetextentryvalue41.2"
[146] "respiratory.qqid125062240231choicetextentryvalue51.2"
[147] "respiratory.qqid125062240231choicetextentryvalue61.2"
[148] "respiratory.qqid125062240231choicetextentryvalue71.2"
[149] "respiratory.qqid125062240231choicetextentryvalue81.2"
[150] "respiratory.qqid125062240231choicetextentryvalue91.2"
[151] "respiratory.qqid125062240231choicetextentryvalue101.2"
[152] "respiratory.qqid125062240231choicetextentryvalue111.2"
[153] "respiratory.qqid125062240231choicetextentryvalue121.2"
[154] "respiratory.qqid125062240231choicetextentryvalue131.2"
[155] "respiratory.qqid125062240231choicetextentryvalue141.2"
[156] "respiratory.qqid125062240231choicetextentryvalue151.2"
[157] "respiratory.qqid125062240231choicetextentryvalue161.2"
[158] "respiratory.qqid125062240231choicetextentryvalue171.2"
[159] "respiratory.qqid125062240231choicetextentryvalue181.2"
[160] "respiratory.qqid125062240231choicetextentryvalue191.2"
[161] "respiratory.qqid125062240231choicetextentryvalue201.2"
[162] "respiratory.qqid125062240231choicetextentryvalue211.2"
[163] "respiratory.qqid125062240231choicetextentryvalue21.3"
[164] "respiratory.qqid125062240231choicetextentryvalue31.3"
[165] "respiratory.qqid125062240231choicetextentryvalue41.3"
[166] "respiratory.qqid125062240231choicetextentryvalue51.3"
[167] "respiratory.qqid125062240231choicetextentryvalue61.3"
[168] "respiratory.qqid125062240231choicetextentryvalue71.3"
[169] "respiratory.qqid125062240231choicetextentryvalue81.3"
[170] "respiratory.qqid125062240231choicetextentryvalue91.3"
[171] "respiratory.qqid125062240231choicetextentryvalue101.3"
[172] "respiratory.qqid125062240231choicetextentryvalue111.3"
[173] "respiratory.qqid125062240231choicetextentryvalue121.3"
[174] "respiratory.qqid125062240231choicetextentryvalue131.3"
[175] "respiratory.qqid125062240231choicetextentryvalue141.3"
[176] "respiratory.qqid125062240231choicetextentryvalue151.3"
[177] "respiratory.qqid125062240231choicetextentryvalue161.3"
[178] "respiratory.qqid125062240231choicetextentryvalue171.3"
[179] "respiratory.qqid125062240231choicetextentryvalue181.3"
[180] "respiratory.qqid125062240231choicetextentryvalue191.3"
[181] "respiratory.qqid125062240231choicetextentryvalue201.3"
[182] "respiratory.qqid125062240231choicetextentryvalue211.3" Select respiratory variables
[1] 0NBR respiratory
Select respiratory variables
RAMP respiratory
Select respiratory variables
#Distribution of likert scale COVID-19 symptoms in COPING
Warning: Removed 381 rows containing non-finite values (stat_count).
Warning: Removed 382 rows containing non-finite values (stat_count).
Warning: Removed 381 rows containing non-finite values (stat_count).
#Choosing cut-offs for the likert scale symptoms of “no symptoms”, “mild symptoms”, “moderate symptoms” and “severe symptoms” for the fatigue, persistent cough and skipped meals variables. Coding: 0 = No symptoms 1 = Mild symptoms 2 = Moderate symptoms 3 = Severe symptoms
Results: Persistent cough: “Mild symptoms” as cut off Fatigue: “Severe symptoms” as cut off Skipped meals: “Moderate symptoms” as cut off
[1] 0.302976269.70238%
1 [1] 0.0879120491.2088%
3 [1] 0.19202180.7979%
2 Creating binary groups for COVID symptoms
Frequencies of binary COVID symptoms
Frequencies
respiratory.raw.id$respiratory.anosmia_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
0 84 63.16 63.16 15.76 15.76
1 49 36.84 100.00 9.19 24.95
<NA> 400 75.05 100.00
Total 533 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.pcough_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
0 78 51.32 51.32 14.63 14.63
1 74 48.68 100.00 13.88 28.52
<NA> 381 71.48 100.00
Total 533 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.fatigue_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
0 87 57.62 57.62 16.32 16.32
1 64 42.38 100.00 12.01 28.33
<NA> 382 71.67 100.00
Total 533 100.00 100.00 100.00 100.00Frequencies
respiratory.raw.id$respiratory.skipped_meals_binary
Type: Numeric
Freq % Valid % Valid Cum. % Total % Total Cum.
----------- ------ --------- -------------- --------- --------------
0 103 67.76 67.76 19.32 19.32
1 49 32.24 100.00 9.19 28.52
<NA> 381 71.48 100.00
Total 533 100.00 100.00 100.00 100.00Rename respiratory dataset joined to main dataset
Probable COVID-19 case identification
Algorithm from Menni et al. to identify probable COVID-19 Variables required: - Sex: 0 Female, 1 Male - Other binary variables: 0 No, 1 Yes
- “respiratory.anosmia_binary”: loss of smell or taste
- “respiratory.pcough_binary”: Persistent cough - “respiratory.fatigue_binary”: Severe fatigue - “respiratory.skipped_meals_binary”: Skipped meals
The COVID prediction model has coded the sexes opposite to our data set
Sex is no available in the RAMP dataset, therefore a proxy sex variable is created whereby Gender = Male and Transgender = No.
Age is not available in RAMP, only categorical age. We will assign each individual the middle value of each age category.
Frequencies
dat.coping$covid_symptoms
Type: Numeric
Freq % Valid % Total
----------- ------ --------- ---------
0 2056 94.05 94.05
1 130 5.95 5.95
<NA> 0 0.00
Total 2186 100.00 100.00Frequencies
dat.coping$covid_odds_ratio_50
Type: Factor
Freq % Valid % Total
-------------------- ------ --------- ---------
No COVID 85 65.38 3.89
Probable COVID 45 34.62 2.06
<NA> 2056 94.05
Total 2186 100.00 100.00Probable COVID case including the routing question
Frequencies
dat.coping$covid_probable_case_incl_screening
Type: Factor
Freq % Valid % Total
-------------------- ------ --------- ---------
No COVID 460 91.09 21.04
Probable COVID 45 8.91 2.06
<NA> 1681 76.90
Total 2186 100.00 100.00